{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from pylab import rcParams\n",
    "from pandas.api.types import CategoricalDtype\n",
    "import warnings\n",
    "import os\n",
    "import folium\n",
    "from folium.plugins import HeatMap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "rcParams['figure.figsize'] = 20,9\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.357791</td>\n",
       "      <td>-71.139371</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.306821</td>\n",
       "      <td>-71.060300</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.346589</td>\n",
       "      <td>-71.072429</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.334182</td>\n",
       "      <td>-71.078664</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.275365</td>\n",
       "      <td>-71.090361</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER  OFFENSE_CODE    OFFENSE_CODE_GROUP   OFFENSE_DESCRIPTION  \\\n",
       "0      I182070945           619               Larceny    LARCENY ALL OTHERS   \n",
       "1      I182070943          1402             Vandalism             VANDALISM   \n",
       "2      I182070941          3410                 Towed   TOWED MOTOR VEHICLE   \n",
       "3      I182070940          3114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "4      I182070938          3114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "\n",
       "  DISTRICT REPORTING_AREA SHOOTING     OCCURRED_ON_DATE  YEAR  MONTH  \\\n",
       "0      D14            808      NaN  2018-09-02 13:00:00  2018      9   \n",
       "1      C11            347      NaN  2018-08-21 00:00:00  2018      8   \n",
       "2       D4            151      NaN  2018-09-03 19:27:00  2018      9   \n",
       "3       D4            272      NaN  2018-09-03 21:16:00  2018      9   \n",
       "4       B3            421      NaN  2018-09-03 21:05:00  2018      9   \n",
       "\n",
       "  DAY_OF_WEEK  HOUR    UCR_PART       STREET        Lat       Long  \\\n",
       "0      Sunday    13    Part One   LINCOLN ST  42.357791 -71.139371   \n",
       "1     Tuesday     0    Part Two     HECLA ST  42.306821 -71.060300   \n",
       "2      Monday    19  Part Three  CAZENOVE ST  42.346589 -71.072429   \n",
       "3      Monday    21  Part Three   NEWCOMB ST  42.334182 -71.078664   \n",
       "4      Monday    21  Part Three     DELHI ST  42.275365 -71.090361   \n",
       "\n",
       "                      Location  \n",
       "0  (42.35779134, -71.13937053)  \n",
       "1  (42.30682138, -71.06030035)  \n",
       "2  (42.34658879, -71.07242943)  \n",
       "3  (42.33418175, -71.07866441)  \n",
       "4  (42.27536542, -71.09036101)  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('D:\\\\Py_dataset\\\\boston-crime\\\\crime.csv',encoding = 'latin-1')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 319073 entries, 0 to 319072\n",
      "Data columns (total 17 columns):\n",
      "INCIDENT_NUMBER        319073 non-null object\n",
      "OFFENSE_CODE           319073 non-null int64\n",
      "OFFENSE_CODE_GROUP     319073 non-null object\n",
      "OFFENSE_DESCRIPTION    319073 non-null object\n",
      "DISTRICT               317308 non-null object\n",
      "REPORTING_AREA         319073 non-null object\n",
      "SHOOTING               1019 non-null object\n",
      "OCCURRED_ON_DATE       319073 non-null object\n",
      "YEAR                   319073 non-null int64\n",
      "MONTH                  319073 non-null int64\n",
      "DAY_OF_WEEK            319073 non-null object\n",
      "HOUR                   319073 non-null int64\n",
      "UCR_PART               318983 non-null object\n",
      "STREET                 308202 non-null object\n",
      "Lat                    299074 non-null float64\n",
      "Long                   299074 non-null float64\n",
      "Location               319073 non-null object\n",
      "dtypes: float64(2), int64(4), object(11)\n",
      "memory usage: 41.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <td>319073.0</td>\n",
       "      <td>2317.546956</td>\n",
       "      <td>1185.285543</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>1001.000000</td>\n",
       "      <td>2907.000000</td>\n",
       "      <td>3201.000000</td>\n",
       "      <td>3831.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEAR</th>\n",
       "      <td>319073.0</td>\n",
       "      <td>2016.560586</td>\n",
       "      <td>0.996344</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>2018.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MONTH</th>\n",
       "      <td>319073.0</td>\n",
       "      <td>6.609719</td>\n",
       "      <td>3.273691</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HOUR</th>\n",
       "      <td>319073.0</td>\n",
       "      <td>13.118205</td>\n",
       "      <td>6.294205</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>23.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lat</th>\n",
       "      <td>299074.0</td>\n",
       "      <td>42.214381</td>\n",
       "      <td>2.159766</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>42.297442</td>\n",
       "      <td>42.325538</td>\n",
       "      <td>42.348624</td>\n",
       "      <td>42.395042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Long</th>\n",
       "      <td>299074.0</td>\n",
       "      <td>-70.908272</td>\n",
       "      <td>3.493618</td>\n",
       "      <td>-71.178674</td>\n",
       "      <td>-71.097135</td>\n",
       "      <td>-71.077524</td>\n",
       "      <td>-71.062467</td>\n",
       "      <td>-1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 count         mean          std          min          25%  \\\n",
       "OFFENSE_CODE  319073.0  2317.546956  1185.285543   111.000000  1001.000000   \n",
       "YEAR          319073.0  2016.560586     0.996344  2015.000000  2016.000000   \n",
       "MONTH         319073.0     6.609719     3.273691     1.000000     4.000000   \n",
       "HOUR          319073.0    13.118205     6.294205     0.000000     9.000000   \n",
       "Lat           299074.0    42.214381     2.159766    -1.000000    42.297442   \n",
       "Long          299074.0   -70.908272     3.493618   -71.178674   -71.097135   \n",
       "\n",
       "                      50%          75%          max  \n",
       "OFFENSE_CODE  2907.000000  3201.000000  3831.000000  \n",
       "YEAR          2017.000000  2017.000000  2018.000000  \n",
       "MONTH            7.000000     9.000000    12.000000  \n",
       "HOUR            14.000000    18.000000    23.000000  \n",
       "Lat             42.325538    42.348624    42.395042  \n",
       "Long           -71.077524   -71.062467    -1.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#返回基本统计量\n",
    "\n",
    "df.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**数据初步分析及缺失值处理**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def missing_zero_values_table(df):\n",
    "    zero_var = (df == 0.00).astype(int).sum(axis = 0)\n",
    "    miss_var = df.isnull().sum()\n",
    "    miss_var_percent = 100 * miss_var/len(df)\n",
    "    mz_table = pd.concat([zero_var,miss_var,miss_var_percent],axis = 1)\n",
    "    mz_table = mz_table.rename(columns = {0:'Zero Values',1:'Miss Values',2:'% of the Miss Values'})\n",
    "    mz_table['total Miss Zero Values'] = mz_table['Miss Values'] + mz_table['Zero Values']\n",
    "    mz_table['% of total Miss Zero Values'] = mz_table['total Miss Zero Values']/len(df)\n",
    "    mz_table['Data Type'] = df.dtypes\n",
    "    mz_table = mz_table[mz_table.iloc[:,1] != 0 ].sort_values('% of the Miss Values',ascending = False).round(1)\n",
    "    print('your selected dataframe has '+ str(df.shape[0]) + ' rows, and has ' + str(df.shape[1]) + 'columns.\\n'\n",
    "         'There are '+ str(mz_table.shape[0]) + ' columns that have missing values')\n",
    "    return mz_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "your selected dataframe has 319073 rows, and has 17columns.\n",
      "There are 6 columns that have missing values\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Zero Values</th>\n",
       "      <th>Miss Values</th>\n",
       "      <th>% of the Miss Values</th>\n",
       "      <th>total Miss Zero Values</th>\n",
       "      <th>% of total Miss Zero Values</th>\n",
       "      <th>Data Type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SHOOTING</th>\n",
       "      <td>0</td>\n",
       "      <td>318054</td>\n",
       "      <td>99.7</td>\n",
       "      <td>318054</td>\n",
       "      <td>1.0</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lat</th>\n",
       "      <td>0</td>\n",
       "      <td>19999</td>\n",
       "      <td>6.3</td>\n",
       "      <td>19999</td>\n",
       "      <td>0.1</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Long</th>\n",
       "      <td>0</td>\n",
       "      <td>19999</td>\n",
       "      <td>6.3</td>\n",
       "      <td>19999</td>\n",
       "      <td>0.1</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STREET</th>\n",
       "      <td>0</td>\n",
       "      <td>10871</td>\n",
       "      <td>3.4</td>\n",
       "      <td>10871</td>\n",
       "      <td>0.0</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DISTRICT</th>\n",
       "      <td>0</td>\n",
       "      <td>1765</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1765</td>\n",
       "      <td>0.0</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UCR_PART</th>\n",
       "      <td>0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Zero Values  Miss Values  % of the Miss Values  \\\n",
       "SHOOTING            0       318054                  99.7   \n",
       "Lat                 0        19999                   6.3   \n",
       "Long                0        19999                   6.3   \n",
       "STREET              0        10871                   3.4   \n",
       "DISTRICT            0         1765                   0.6   \n",
       "UCR_PART            0           90                   0.0   \n",
       "\n",
       "          total Miss Zero Values  % of total Miss Zero Values Data Type  \n",
       "SHOOTING                  318054                          1.0    object  \n",
       "Lat                        19999                          0.1   float64  \n",
       "Long                       19999                          0.1   float64  \n",
       "STREET                     10871                          0.0    object  \n",
       "DISTRICT                    1765                          0.0    object  \n",
       "UCR_PART                      90                          0.0    object  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_zero_values_table(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2ba16195710>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize = (10,6))\n",
    "sns.heatmap(df.isnull(),yticklabels = '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop('SHOOTING',axis = 1,inplace = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**数据处理及增加数据新特征**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INCIDENT_NUMBER         object\n",
       "OFFENSE_CODE             int64\n",
       "OFFENSE_CODE_GROUP      object\n",
       "OFFENSE_DESCRIPTION     object\n",
       "DISTRICT                object\n",
       "REPORTING_AREA          object\n",
       "OCCURRED_ON_DATE        object\n",
       "YEAR                     int64\n",
       "MONTH                    int64\n",
       "DAY_OF_WEEK             object\n",
       "HOUR                     int64\n",
       "UCR_PART                object\n",
       "STREET                  object\n",
       "Lat                    float64\n",
       "Long                   float64\n",
       "Location                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['OCCURRED_ON_DATE'] = pd.to_datetime(df['OCCURRED_ON_DATE'])\n",
    "\n",
    "df['OFFENSE_CODE_GROUP'] = df['OFFENSE_CODE_GROUP'].astype(CategoricalDtype())\n",
    "df['OFFENSE_DESCRIPTION'] = df['OFFENSE_DESCRIPTION'].astype(CategoricalDtype())\n",
    "df['DISTRICT'] = df['DISTRICT'].astype(CategoricalDtype())\n",
    "df['DAY_OF_WEEK'] = df['DAY_OF_WEEK'].astype(CategoricalDtype())\n",
    "df['UCR_PART'] = df['UCR_PART'].astype(CategoricalDtype())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INCIDENT_NUMBER                object\n",
       "OFFENSE_CODE                    int64\n",
       "OFFENSE_CODE_GROUP           category\n",
       "OFFENSE_DESCRIPTION          category\n",
       "DISTRICT                     category\n",
       "REPORTING_AREA                 object\n",
       "OCCURRED_ON_DATE       datetime64[ns]\n",
       "YEAR                            int64\n",
       "MONTH                           int64\n",
       "DAY_OF_WEEK                  category\n",
       "HOUR                            int64\n",
       "UCR_PART                     category\n",
       "STREET                         object\n",
       "Lat                           float64\n",
       "Long                          float64\n",
       "Location                       object\n",
       "dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "rename = {'OFFENSE_CODE_GROUP':'group','OFFENSE_DESCRIPTION':'Decription','DISTRICT':'District','OCCURRED_ON_DATE':'Date',\n",
    "         'YEAR':'Year','MONTH':'Month','DAY_OF_WEEK':'Day','HOUR':'Hour','STREET':'Street'}\n",
    "df.rename(index = str,columns = rename,inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>group</th>\n",
       "      <th>Decription</th>\n",
       "      <th>District</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>Date</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Hour</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>Street</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.357791</td>\n",
       "      <td>-71.139371</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.306821</td>\n",
       "      <td>-71.060300</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.346589</td>\n",
       "      <td>-71.072429</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.334182</td>\n",
       "      <td>-71.078664</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.275365</td>\n",
       "      <td>-71.090361</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER  OFFENSE_CODE                 group            Decription  \\\n",
       "0      I182070945           619               Larceny    LARCENY ALL OTHERS   \n",
       "1      I182070943          1402             Vandalism             VANDALISM   \n",
       "2      I182070941          3410                 Towed   TOWED MOTOR VEHICLE   \n",
       "3      I182070940          3114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "4      I182070938          3114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "\n",
       "  District REPORTING_AREA                Date  Year  Month      Day  Hour  \\\n",
       "0      D14            808 2018-09-02 13:00:00  2018      9   Sunday    13   \n",
       "1      C11            347 2018-08-21 00:00:00  2018      8  Tuesday     0   \n",
       "2       D4            151 2018-09-03 19:27:00  2018      9   Monday    19   \n",
       "3       D4            272 2018-09-03 21:16:00  2018      9   Monday    21   \n",
       "4       B3            421 2018-09-03 21:05:00  2018      9   Monday    21   \n",
       "\n",
       "     UCR_PART       Street        Lat       Long                     Location  \n",
       "0    Part One   LINCOLN ST  42.357791 -71.139371  (42.35779134, -71.13937053)  \n",
       "1    Part Two     HECLA ST  42.306821 -71.060300  (42.30682138, -71.06030035)  \n",
       "2  Part Three  CAZENOVE ST  42.346589 -71.072429  (42.34658879, -71.07242943)  \n",
       "3  Part Three   NEWCOMB ST  42.334182 -71.078664  (42.33418175, -71.07866441)  \n",
       "4  Part Three     DELHI ST  42.275365 -71.090361  (42.27536542, -71.09036101)  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**增加新特征用于后面的时间影响分析**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_features(df):\n",
    "\n",
    "    df['dayofweek'] = df['Date'].dt.dayofweek\n",
    "    df['quarter'] = df['Date'].dt.quarter\n",
    "    df['dayofyear'] = df['Date'].dt.dayofyear\n",
    "    df['dayofmonth'] = df['Date'].dt.day\n",
    "    df['weekofyear'] = df['Date'].dt.weekofyear\n",
    "    \n",
    "    X = df[['dayofweek','quarter','dayofyear','dayofmonth','weekofyear']]\n",
    "    return X\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>quarter</th>\n",
       "      <th>dayofyear</th>\n",
       "      <th>dayofmonth</th>\n",
       "      <th>weekofyear</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>245</td>\n",
       "      <td>2</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>233</td>\n",
       "      <td>21</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>246</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>246</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>246</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   dayofweek  quarter  dayofyear  dayofmonth  weekofyear\n",
       "0          6        3        245           2          35\n",
       "1          1        3        233          21          34\n",
       "2          0        3        246           3          36\n",
       "3          0        3        246           3          36\n",
       "4          0        3        246           3          36"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "create_features(df).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = create_features(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dayofweek     int64\n",
       "quarter       int64\n",
       "dayofyear     int64\n",
       "dayofmonth    int64\n",
       "weekofyear    int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(319073, 5)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(319073, 21)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['INCIDENT_NUMBER', 'OFFENSE_CODE', 'group', 'Decription', 'District',\n",
       "       'REPORTING_AREA', 'Date', 'Year', 'Month', 'Day', 'Hour', 'UCR_PART',\n",
       "       'Street', 'Lat', 'Long', 'Location', 'dayofweek', 'quarter',\n",
       "       'dayofyear', 'dayofmonth', 'weekofyear'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INCIDENT_NUMBER            object\n",
       "OFFENSE_CODE                int64\n",
       "group                    category\n",
       "Decription               category\n",
       "District                 category\n",
       "REPORTING_AREA             object\n",
       "Date               datetime64[ns]\n",
       "Year                        int64\n",
       "Month                       int64\n",
       "Day                      category\n",
       "Hour                        int64\n",
       "UCR_PART                 category\n",
       "Street                     object\n",
       "Lat                       float64\n",
       "Long                      float64\n",
       "Location                   object\n",
       "dayofweek                   int64\n",
       "quarter                     int64\n",
       "dayofyear                   int64\n",
       "dayofmonth                  int64\n",
       "weekofyear                  int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.dayofweek  = df.dayofweek.astype(CategoricalDtype())\n",
    "df.quarter = df.quarter.astype(CategoricalDtype())\n",
    "df.dayofyear = df.dayofyear.astype(CategoricalDtype())\n",
    "df.dayofmonth = df.dayofmonth.astype(CategoricalDtype())\n",
    "df.weekofyear = df.weekofyear.astype(CategoricalDtype())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INCIDENT_NUMBER            object\n",
       "OFFENSE_CODE                int64\n",
       "group                    category\n",
       "Decription               category\n",
       "District                 category\n",
       "REPORTING_AREA             object\n",
       "Date               datetime64[ns]\n",
       "Year                        int64\n",
       "Month                       int64\n",
       "Day                      category\n",
       "Hour                        int64\n",
       "UCR_PART                 category\n",
       "Street                     object\n",
       "Lat                       float64\n",
       "Long                      float64\n",
       "Location                   object\n",
       "dayofweek                category\n",
       "quarter                  category\n",
       "dayofyear                category\n",
       "dayofmonth               category\n",
       "weekofyear               category\n",
       "dtype: object"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**EDA**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "探索犯罪与时间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>group</th>\n",
       "      <th>Decription</th>\n",
       "      <th>District</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>Date</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>...</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>Street</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>quarter</th>\n",
       "      <th>dayofyear</th>\n",
       "      <th>dayofmonth</th>\n",
       "      <th>weekofyear</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>...</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.357791</td>\n",
       "      <td>-71.139371</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>245</td>\n",
       "      <td>2</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>...</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.306821</td>\n",
       "      <td>-71.060300</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>233</td>\n",
       "      <td>21</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>...</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.346589</td>\n",
       "      <td>-71.072429</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>246</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER  OFFENSE_CODE      group           Decription District  \\\n",
       "0      I182070945           619    Larceny   LARCENY ALL OTHERS      D14   \n",
       "1      I182070943          1402  Vandalism            VANDALISM      C11   \n",
       "2      I182070941          3410      Towed  TOWED MOTOR VEHICLE       D4   \n",
       "\n",
       "  REPORTING_AREA                Date  Year  Month      Day  ...    UCR_PART  \\\n",
       "0            808 2018-09-02 13:00:00  2018      9   Sunday  ...    Part One   \n",
       "1            347 2018-08-21 00:00:00  2018      8  Tuesday  ...    Part Two   \n",
       "2            151 2018-09-03 19:27:00  2018      9   Monday  ...  Part Three   \n",
       "\n",
       "        Street        Lat       Long                     Location dayofweek  \\\n",
       "0   LINCOLN ST  42.357791 -71.139371  (42.35779134, -71.13937053)         6   \n",
       "1     HECLA ST  42.306821 -71.060300  (42.30682138, -71.06030035)         1   \n",
       "2  CAZENOVE ST  42.346589 -71.072429  (42.34658879, -71.07242943)         0   \n",
       "\n",
       "  quarter dayofyear dayofmonth weekofyear  \n",
       "0       3       245          2         35  \n",
       "1       3       233         21         34  \n",
       "2       3       246          3         36  \n",
       "\n",
       "[3 rows x 21 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2ba1051ae80>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8,5))\n",
    "sns.countplot(data = df,x = 'Month')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从图中可以看出6月7月8月的犯罪率是最高的，夏季是犯罪的高发期。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2ba17ceeba8>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8,5))\n",
    "sns.countplot(data = df,x = 'Year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2ba1760e4a8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8,5))\n",
    "sns.countplot(data = df,x = 'Hour')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "犯罪率最高的时间为下午16~18点。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "观测犯罪地区和犯罪组织的关系和影响(双特征)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "rcParams['figure.figsize'] = 20,9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "order = df['group'].value_counts().head(5).index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2ba17d985f8>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data = df,x = 'group',hue = 'District',order = order)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "观测犯罪地区和犯罪月份的关系和影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2018, 2017, 2016, 2015], dtype=int64)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Year.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2ba239de550>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PFQAAoFfM3S98FAAAAAAAALAGpsgBAAAAAACgKwRMAAAAAAAA6AoBEwAAAAAAALpCwAQAAAAAAICuEDABAAAAAACgKwRMAAAAAAAA6AoBEwAAAAAAALpCwAQAAAAAAICu/D8IHrv/dW8HiQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nask = ((df['Year'] == 2018) | (df['Year'] == 2017) | (df['Year'] == 2016))\n",
    "grouped = df[nask].groupby(['Month','District']).count()\n",
    "sns.lineplot(data = grouped.reset_index(),x = 'Month',hue = 'District',y = 'group')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2ba250a2390>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped = df.groupby(['Month','District']).count()\n",
    "sns.boxplot(data = grouped.reset_index(),x = 'Month',y = 'group',palette = 'ch:.25')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "观测犯罪组织的危险程度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2ba24cf5978>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(y = 'group',\n",
    "           kind = 'count',\n",
    "           height = 11,\n",
    "           aspect = 2,\n",
    "           order = df.group.value_counts().index,\n",
    "           data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = df['group'].astype('category').cat.categories.tolist()\n",
    "counts = df['group'].value_counts()\n",
    "\n",
    "sizes = [counts[var_cat] for var_cat in labels]\n",
    "fig1,ax1 = plt.subplots(figsize = (22,12))\n",
    "ax1.pie(sizes,labels = labels,autopct = '%1.1f%%',shadow = True,startangle = 140)\n",
    "ax1.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "观测犯罪地区和其他特征的影响以及其他特征的密度分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "def eda_numeric(df,feature):\n",
    "    x_ = df[feature]\n",
    "    y_ = df['District']\n",
    "    data = pd.concat([x_,y_],1)\n",
    "    plt.figure(figsize = (20,5))\n",
    "    \n",
    "    ax1 = plt.subplot(1,2,1)\n",
    "    sns.boxplot(data = data,x = 'District',y = feature)\n",
    "    plt.title(feature + '-Boxplot')\n",
    "    \n",
    "    ax2 = plt.subplot(1,2,2)\n",
    "    plt.title(feature + '-Density')\n",
    "    sns.kdeplot(data[data['District'] == 'D4'][feature].apply(np.log),color = 'b',legend = False)\n",
    "    \n",
    "    plt.legend(loc = 'upper right',labels = ['0'])\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "rm_list = ['lat','long']\n",
    "type_list = ['int32','int64']\n",
    "feature_list = []\n",
    "\n",
    "for feature in df.columns:\n",
    "    if (feature not in rm_list) & (df[feature].dtypes in type_list) & (len(df[feature].unique()) > 2):\n",
    "        feature_list.append(feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature:  OFFENSE_CODE\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature:  Year\n"
     ]
    },
    {
     "data": {
      "image/png": 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eZ8AsAcyfP5+uri42b95c76kMa8qUKcyfP7/s4w2YJUmSpBpIKfUCvcXXz0TEamDeMA+5Cvh6SmkvsC4i1gIXFfetTSk9DhARXy+ONWCWWty+ffBrv5Z72X7/+3DuufCyl+WAWaqXnTvh3nvhXe8a+phzzoGHHqrdnKRG1dbWxqmnnlrvaVScLTIkSZKkGouIU4ALgPuKXb8fEQ9FxJciYnqxbx7QOeBhXcW+ofYPdp63RsTKiFjZ6JUykoaXEvz3/w4/+hF86Uvw0pfm/ZdfDqtXQ2fn8I+XquXHP4b9+wfvv1xyzjmwZk3u0yyp9RgwS5IkSTUUEccC3wSuSyntAD4PPA84n1zh/JelQwd5eBpm/+E7U7oxpbQspbRs5syZY567pPr513+Fr3wFPvpR+O3f7t9/2WV5+73v1Wde0t13w6RJ8Eu/NPQx55yT27qsXl27eUmqHQNmSZIkqUYioo0cLn8tpfQtgJTSxpTSgZTSQeDv6G+D0QUsGPDw+UDPMPsltbD77oOJE+G9733u/qVLYd4822Sofu6+Gy6+GKZOHfqYc8/NW9tkSK3JgFmSJEmqgYgI4IvA6pTSpwbsnzvgsP8CPFx8fRtwdURMjohTgdOBnwA/BU6PiFMj4ijyQoC31eIaJNVPRwcsXgyTJz93f0SuYv7+9+HAgfrMTePX00/D/fcP3x4D4LTTYMoUF/qTWpUBsyRJklQbLwHeBLwyIh4sblcAn4iIjoh4CHgF8C6AlNIjwC3kxfu+C1xbVDr3Ab8P3AGsBm4pjpXUwjo6cpuBwVx2GTz1FKxcWds5ScuX59YXRwqYJ06EJUsMmKVWNaneE5AkSZLGg5TSCgbvn3z7MI/5c+DPB9l/+3CPk9RaduyA9evzIn+DufTSXMl8xx3wwhfWdGoa5+6+G44+OrfIOJJzz4Xvfrf6c5JUe1YwS5IkSZLUwB4uGucMVcF80kmwbJkL/an27r47L+53aOuWwZxzDmzYAJs3V39ekmrLgFmSJEmSpAZWaiswVMAMuU3GvffC9u21mZP09NP5ufnyl5d3fOn5a5sMqfUYMEuSJEmS1MA6OmDaNFi4cOhjLr88L/J31121m5fGt8cey9uzzirveANmqXUZMEuSJEmS1MA6OuDss3Of5aFcfHEOoW2ToVpZty5vTz21vONnz4aZMw2YpVZkwCxJkiRJUoNKCR56KC+QNpy2NrjkkrzQX0q1mZvGt/Xr8/aUU8o7PiJXMT/0ULVmJKleDJglSZIkSWpQ3d251+1w/ZdLLrssh35r1lR9WhLr1sEJJ+Rbuc45Bx55BA4erN68JNWeAbMkSZIkSQ2qnAX+Si6/PG9tk6FaWLeu/PYYJeeeC7t2weOPV2dOkurDgFmSJEmSpAY1koB50SJYsADuvbe6c5IgV8uPNGAuPY9tkyG1FgNmSZIkSZIa1EMPwbx5MH16eceffnr/4mtStaQ0uoB56dLci9mF/qTWYsAsSZIkSVKD6ug48gJ/Ay1aZPsBVd/GjbB7d/kL/JUccwycdpoBs9RqDJglSZIkSWpA+/fD6tXltccoOfVU2LAh97mVqmX9+rwdaQUz5OezAbPUWgyYJUmSJElqQI8+mkPmkQTMixblrW0yVE2l59doA+Y1a3wTRGolBsySJEmSJDWg0kJoowmYbZOhaioFzAsXjvyx55yTezivWlXZOUmqHwNmSZIkSZIaUEcHTJoEZ55Z/mMMmFUL69fDrFkwderIH1vqKW6bDKl1GDBLkiRJktSAOjpg8WKYPLn8x5x0EkybZsCs6lq3bnTtMSC/CXL00QbMUisxYJYkSZIkqQF1dIysPQZARA7wDJhVTevWwSmnjO6xEyfmcLq0UKCk5mfALEmSJElSg9m+HZ54YuQBMxgwq7oOHIAnnxx9BTPAggXQ1VW5OUmqLwNmSZIkSZIazMMP5+1YAuaUKjsnCaCnB/bvH1vAPH8+dHZWbk6S6suAWZIkSZKkBlPqT1taEG0kFi2CPXtgw4bKzkmC3B4DRt8iA3IF88aNsG9fRaYkqc4MmCVJkiRJajAdHXDccXDyySN/7KJFeWubDFVDqXfyWCuYU8rV0JKanwGzJEmSJEkNpqMDzj47L9o3UgbMqqZ16/LzcjRvfpQsWJC3tsmQWoMBsyRJkiRJDSQleOih0fVfBli4MAeABsyqhnXroL0dJk8e/Rjz5+etC/1JrcGAWZIkSZKkBrJxI2zfDkuWjO7xkyfnAM+AWdWwfv3Y2mOAFcxSqzFgliRJkiSpgTz5ZN6OZRG1RYsMmFUd69aNPWCeNg2OP94KZqlVVC1gjogFEfGDiFgdEY9ExDuL/SdGxJ0RsabYTi/2nxkR90TE3oj4owHjLI6IBwfcdkTEdYOc7+URsX3AcR+q1rVJkiRJklQtparOUpXnaBgwqxr278+h8Fje/CiZP98KZqlVTKri2H3Au1NKD0TENOD+iLgT+K/AXSmlGyLifcD7gPcC24B3AK8dOEhK6efA+QARMRHoBv55iHP+W0rpV6pxMZIkSZIk1UKlAuaeHti9G44+ujLzkjo74eDBsVcwQ35+GzBLraFqFcwppd6U0gPF188Aq4F5wFXATcVhN1EEyimlTSmlnwL7hxn2EuCxlNIT1Zq3JEmSJEn11NkJU6bASSeNfoxFi/J2/fqKTEkCcnsMqEzAPH++LTKkVlGTHswRcQpwAXAfMDul1As5hAZmjWCoq4Gbh7n/RRHxs4j4TkQsHWIub42IlRGxcvPmzSM4tSRJkiRJ1dfZmas7I0Y/Rilgtk2GKqkUMFeiRcaCBXlBy717xz6WpPqqesAcEccC3wSuSyntGMM4RwFXAv80xCEPAAtTSucBfw38y2AHpZRuTCktSyktmzlz5minI0mSJElSVZQC5rEwYFY1rF8PEyfm6uOxKj3He3rGPpak+qpqwBwRbeRw+WsppW8VuzdGxNzi/rnApjKHezXwQEpp42B3ppR2pJSeLb6+HWiLiBljugBJkiRJkmqsEgHzzJkwdaoBsypr3To4+WSYVIEVvUohtX2YpeZXtYA5IgL4IrA6pfSpAXfdBlxTfH0NcGuZQ76BYdpjRMSc4pxExEXka9s60nlLkiRJklQvfX3Q2zv2gDkiVzEbMKuS1q2rTHsM6H+OGzBLza8C7zkN6SXAm4COiHiw2Pd+4Abgloh4C/Ak8DrIATGwEjgOOBgR1wFLUko7IuIY4FLgbQNPEBG/B5BS+gLwG8DbI6IP2A1cnVJKVbw+SZIkSZIqqqcHDh4ce8AMOWB+7LGxjyOVrF8Pr351ZcYqVTC70J/U/KoWMKeUVgBDLUlwySDHbwAG7eKTUtoFHLZ+bhEsl77+HPC5UU1WkiRJkqQGUKrmrFTAfOedkNLYFgyUAHbvztX1p55amfGOPRZOOMEKZqkVVH2RP0mSJEmSVJ5KB8y7dsGmclc+kobxxBN5W6mAGfLz3ApmqfkZMEuSJEmS1CAqHTCDfZhVGevX522lejBDbpNhBbPU/AyYJUmSJElqEJ2dMG0aHH/82McyYFYlrVuXt5WuYDZglpqfAbMkSZIkSQ2is7My1cvQX2lqwKxKWLcOJk+GOXMqN+b8+bB5M+zZU7kxJdWeAbMkSZIkSQ2ikgHzlCkwb54Bsypj/XpYuBAmVDBJKj3Xu7srN6ak2jNgliRJkiSpQVQyYIbczsCAWZWwfn1l+y9DrmAGF/qTmp0BsyRJkiRJDWDvXti0qbIB86JFBsyqjJ6e/kC4UkrPdfswS83NgFmSJEmSpAZQquKsdMDc3W2PW43NgQOwYQPMnVvZcUuBtQGz1NwMmCVJkiRJagClkK3SAXNK8MQTlRtT48/mzTlkbm+v7LhTp8L06bbIkJqdAbMkSZIkSQ2gWgEzwGOPVW5MjT+9vXlb6QpmyM93K5il5mbALEmSJElSA6hGwFwaq7u7cmNq/OnpydtKVzBDbpNhBbPU3AyYJUmSpBqJiAUR8YOIWB0Rj0TEO4v9J0bEnRGxpthOL/ZHRHw2ItZGxEMR8fwBY11THL8mIq6p1zVJqpzOTjjxRDjmmMqNWao4NWDWWFjBLGk4BsySJElS7fQB704pnQVcDFwbEUuA9wF3pZROB+4qvgd4NXB6cXsr8HnIgTTwYeCFwEXAh0uhtKTm1dlZ2eplgLY2mDWrvwJVGo3S82fOnMqPvWABbNkCu3dXfmxJtWHALEmSJNVISqk3pfRA8fUzwGpgHnAVcFNx2E3Aa4uvrwK+krJ7gRMiYi5wOXBnSmlbSukp4E7gVTW8FElVUI2AGXJbAwNmjUVvL8yYAUcdVfmx58/PW6vspeZlwCxJkiTVQUScAlwA3AfMTin1Qg6hgVnFYfOAgR8c7ir2DbVfUhOrVsA8b54Bs8amp6c6/Zeh/zlvmwypeRkwS5IkSTUWEccC3wSuSyntGO7QQfalYfYfep63RsTKiFi5efPm0U1WUk3s3AlPPVW9CmarQzUWvb3V6b8M/RXMLvQnNS8DZkmSJKmGIqKNHC5/LaX0rWL3xqL1BcV2U7G/CxgYN80HeobZ/xwppRtTSstSSstmzpxZ2QuRVFGl6s1qBcybNsH+/ZUfW+NDNSuYSwGzFcxS8zJgliRJkmokIgL4IrA6pfSpAXfdBlxTfH0NcOuA/W+O7GJge9FC4w7gsoiYXizud1mxT1KTqnbADLBhQ+XHVus7eDA/d6pVwXzMMXDiiVYwS81sUr0nIEmSJI0jLwHeBHRExIPFvvcDNwC3RMRbgCeB1xX33Q5cAawFdgG/A5BS2hYRfwr8tDjuT1JK22pzCZKqoZoB87yiQ3t3d3XGV2vbvBkOHKheBTPk56UVzFLzMmCWJEmSaiSltILB+ycDXDLI8Qm4doixvgR8qXKzk1RPnZ0Q0R8GV1IpGHShP41Gb2/eVquCGQyYpWZniwxJkiRJkuqssxNmz4bJkys/tgGzxqL0vKlmBfP8+bbIkJqZAbMkSZIkSXXW2Vm99hUzZ8KkSQbMGp3S86baFcxbt8KuXdU7h6TqMWCWJEmSJKnOqhkwT5iQw8Hu7uqMr9ZWapExZ071zjF/ft76HJWakwGzJEmSJEl1lFJ1A2bI7Q2sYNZo9PTASSdVp31LSem5bx9mqTkZMEuSJEmSVEfbt8OzzxowqzH19la3/zL0L25pBbPUnAyYJUmSJEmqo1LVZjUD5nnzDJg1Oj091e2/DP3jb9hQ3fNIqg4DZkmSJEmS6qgWAXN7Ozz9tIuoaeRqUcE8bRpMndrf71lSczFgliRJkiSpjmoVMINVzBqZgwdzVXG1K5ghLyJowCw1JwNmSZIkSZLqqLMTJk6sbohX6nFrwKyR2LIF+vqqX8EM+flvwCw1JwNmSZIkSZLqqLMzB3gTJ1bvHKWA0EXUNBKlNyRqUcE8d649mKVmZcAsSZIkSVIddXZWtz0G2CJDo1OqKLaCWdJwDJglSZIkSaqj7u7+FhbVcvzxcPTRBswamVpWMM+ZAzt2uBCl1IwMmCVJkiRJqqPe3upXiEbkENuAWSNRqiiuVYuMgeeU1DwMmCVJkiRJqpNnn4VnnqlNgNfebg9mjUxPD5x4IkyeXP1zlX4G7MMsNR8DZkmSJEmS6qSWPW7b261g1sjUorq+ZM6c/nNKai5VC5gjYkFE/CAiVkfEIxHxzmL/iRFxZ0SsKbbTi/1nRsQ9EbE3Iv5owDiLI+LBAbcdEXHdIOeLiPhsRKyNiIci4vnVujZJkiRJkiqhli0ISi0yUqr+udQaenpq89wEW2RIzayaFcx9wLtTSmcBFwPXRsQS4H3AXSml04G7iu8BtgHvAD45cJCU0s9TSuenlM4HXgDsAv55kPO9Gji9uL0V+HzlL0mSJEmSpMqp5SJq7e2wezds3179c6k19PTUroJ5xgyYNMmAWWpGk6o1cEqpF+gtvn4mIlYD84CrgJcXh90E/BB4b0ppE7ApIl4zzLCXAI+llJ4Y5L6rgK+klBJwb0ScEBFzi3mU7e1vfzsbN24cyUPKsnv3bgB+7dd+reJjz549m89//sh5utc2cl7b6HhtXttotOq1tep1gdc2Wl5ba1+bJI1UrVtkQO7DfMIJ1T+fmtvBg7kfcq0qmCdMgNmz7aipLFkAACAASURBVMEsNaOqBcwDRcQpwAXAfcDsUuibUuqNiFkjGOpq4OYh7psHdA74vqvY95yAOSLeSq5w5uSTTz5skB07drB75y4mT6rsH82E4iNIB/fuq+i4e/v62LFjR1nH5mvbyeQK/63HL65tZ0XH3dvHiK5t166dtFXpGb1/X2Wvbf8orm1iha+t9Km4vRW+tgMjvLadu3YSbRWdwi+ubdf+yl5b2j/ya6NtYkXnULq6nfv3VHbY/QdGeG27qNYP3M79lf09yf6R/Z7M13ZUZecA7NzfV9kB9+8b4XXtZkJbZVdnOUgAsHv/wcqOu3/vCH9H7qZt0pSKzqH0Ia/9+yr7GeL9fXtG+O/2biZPquzfW6R8bQf3VvbvbW/fyP7e8uutyv6sTUj5OXlwb2V/3vb2lf/zJkkj1dOTF1CrReBbCph7emDp0uqfT81tyxbo66tdBTPkPsxWMEvNp+oBc0QcC3wTuC6ltCMiRjvOUcCVwPVDHTLIvsP+V5hSuhG4EWDZsmWH3d/e3s6MNJEPvvSyUc2z1v7s377HUe2zyzq2vb2dEw8+xXtedEyVZ1UZf3HPLqaU+S9Ze3s7U2ILv/mKSod51XHLDw5w4tzyr40JW3hZczwlWf49aJ9T/rXtaNvCjKtG93uh1rbcmmifWf61bWnrY9JVy6o8q8rou3XliK5ta9tEJv3K5VWeVWX0ffsO2meW/3tyW9vRTP6VN1R5VmO399s30z5zelnHtre3s7PtRE6+6o+rPKvKePLWT9A+s7zAuL29ncmTZvK6Kz5Y5VlVxj/d/mecNKu8d9Xyv9szePcLh3rp01j+8r6PM6W9vMC4vb2dGQen8v6Lf6fKs6qMj937fziq/fh6T0NSi+rtzRWio/yv8ojMm5e3LvSnctSyP3jJ3LnQ2Xnk4yQ1lmr2YCYi2sjh8tdSSt8qdm+MiLnF/XOBTWUO92rggZTSUJ+n7AIWDPh+PuA/m5IkSZKkhtXbW7sK0VJQ2N1dm/OpuZXeiKhlBfPcuVYwS82oagFz5FLlLwKrU0qfGnDXbcA1xdfXALeWOeQbGLo9RmncN0d2MbB9pP2XJUmSJEmqpZ6e2lWIHnNMbsVhBbPKUa8K5s2bc2sOSc2jmhXMLwHeBLwyIh4sblcANwCXRsQa4NLieyJiTkR0AX8IfDAiuiLiuOK+Y4pjvzXwBBHxexHxe8W3twOPA2uBvwP+RxWvTZIkSZKkMSu1yKiVefMMmFWe0vOkls/POXMgJdhU7mfdJTWEqvVgTimtYPC+yACXDHL8BnJbi8HG2gWcNMj+Lwz4OgHXjmqykiRJkiTV2K5dsH17bVsQtLcbMKs8vb0wfTpMqfRaysMohdm1bB0jaeyq2oNZkiRJkiQNrh4tCNrb7cGs8vT01D7kHRgwS9XyjW/AC17gm22VZMAsSZIkSVId1Ctg7u2Fgwdrd041p1q3b4H+823YUNvzavz48Y/hjW+EBx6Av/zLes+mdRgwS5IkSZJUB6WAuZZVovPmwYEDeSE1aTj1qGCePTtvrWBWNaxdC1ddBSefDFdeCX/7t7B1a71n1RoMmCVJkiRJqoN6LKJWCgz9aLiGc/BgriKudQXz5Mlw4okGzKq8rVvhiivy17ffDh/7GOzcCX/91/WdV6swYJYkSZIkqQ56e6GtDU46bEn76ikFzPZh1nC2boX9++uz0N7cuQbMqqw9e+C1r4Unn4Rbb4XTToOlS3M182c/C888U+8ZNj8DZkmSJEmS6qDU4zaiduecNy9vrWDWcOpRXV8yZ449mFU5KcFb3gIrVsBNN8FLXtJ/3/XXw1NPwY031m9+rcKAWZIkSZKkOujpqX2AN3t2DrQNmDWcevQHL7GCWZX085/DP/wDfOAD8PrXP/e+F74QXvnKvNjf3r31mV+rMGCWJEmSJKkOShXMtdTWBrNmGTBrePWsYC4FzCnV/txqPcuX5+2b3zz4/ddfn59vN91Uuzm1IgNmSZIkSZLqoLe3PhWi7e32YNbwShXE9QqY9+3LrQuksVq+PH9y4/TTB7//kktg2TL4xCegr6+2c2slBsySJEmSJNXYnj2wbVt9Arx586xg1vB6e+GEE+Doo2t/7jlz8tY+zBqrlOBHP4KXvWzoXvcR8P73w2OPwTe+Udv5tRIDZkmSJEmSaqwUntWrgtmAWcOpR/uWktJ57cOssXriCejqygHzcK66Cs46K/di1ugYMEuSJEmSVGP1bEHQ3g6bNuU2BNJgDJjVCv7t3/L2SAHzhAnwutfBAw/As89Wf16tyIBZkiRJkqQaq+ciaqWq6Y0ba39uNQcDZrWC5ctzq5ezzz7ysRdeCAcPwn/8R/Xn1YoMmCVJkiRJqrFSeFaPFhmlAM82GRpMSvn5WeqFXGvTpuXez/Zg1lgtXw4vfWmuUD6SZcvy9qc/re6cWpUBsyRJkiRJNdbbC5MmwYwZtT93KdS2QlSDefpp2Lu3fhXMEfncPj81Fhs2wKOPHrk9RsmcOTB/vgHzaBkwS5IkSZJUYz09MHt2eZV1lWYFs4ZTz/7gJQbMGqty+y8PdOGFsHJldebT6gyYJUmSJEmqsd7e+rTHAJg1KwfbBngajAGzWsHy5TB1KlxwQfmPufBCWLsWnnqqevNqVQbMkiRJkiTVWE9P/QK8iRNz9bQVzBpMqfdxPQPmOXPswayxWb4cXvxiaGsr/zEXXpi3VjGPnAGzJEmSJEk11ttb3wCvvd0KUQ2uUSqYt2+H3bvrNwc1r6eego6OvMDfSLzgBXlrwDxyBsySJEmSJNXQvn2wZUv9WmRADvCsYNZgenvh6KPhuOPqN4dSuO2bIBqNH/8YUhpZ/2WA6dPhtNNc6G80DJglSZIkSaqhRmhBYAWzhlKqro+o3xzmzOmfizRSy5fDUUfBRReN/LEXXmjAPBoGzJIkSVKNRMSXImJTRDw8YN9HIqI7Ih4sblcMuO/6iFgbET+PiMsH7H9VsW9tRLyv1tchaWwapQXBpk2wf3/95qDG1NvbH/DWixXMGovly3O4fPTRI3/ssmXQ1WUP8JEyYJYkSZJq58vAqwbZ/+mU0vnF7XaAiFgCXA0sLR7zvyJiYkRMBP4GeDWwBHhDcawq6JZb4J3vzK0MpEorhWb1bJFROvfGjfWbgxpTvfuDQ//5Dfk0Us8+C/ffP/L2GCUu9Dc6BsySJElSjaSUlgPbyjz8KuDrKaW9KaV1wFrgouK2NqX0eEppH/D14lhVyLZt8La3wWc/C294gxWeqrxS7+N6VzAPnItU0ggB84wZMHGiFcwauXvvhb6+0QfMz38+TJhgm4yRMmCWJEmS6u/3I+KhooXG9GLfPKBzwDFdxb6h9h8mIt4aESsjYuXmzZurMe+W9PGPw/btuYL5W9+CN74x/2dVqpTe3hxgzJpVvzmUKpgN8DTQrl2wY0f9A+aJE/PPh89PjdTy5fn364tfPLrHT50KS5YYMI+UAbMkSZJUX58HngecD/QCf1nsH2x5pTTM/sN3pnRjSmlZSmnZzJkzKzHXlvfkk/DXfw3XXAOf+Qx88pO5XcY118CBA/WenVpFby/Mnp1DtHqxx60G0wgLUJbMnevzUyO3YgVccAFMmzb6MZYtyy0y0qCvrjQYA2ZJkiSpjlJKG1NKB1JKB4G/I7fAgFyZvGDAofOBnmH2qwI+/OG8/ehH8/bd74YbboB/+Af4nd8xZFZl9PTUP8CbNQsibJGh52qEBShL5s61B7NGJiX42c9yQDwWF14ImzfnN51VHgNmSZIkqY4iYuB/4/8L8HDx9W3A1RExOSJOBU4HfgL8FDg9Ik6NiKPICwHeVss5t6qODrjpJviDP4CTT+7f/973wp/+KXz1q/Cxj9VvfmodjdDjdtKkXEVthagGarSA2eenRmLz5ryOwllnjW2c0kJ/tsko37ABc7FK9a/XajKSJElSK4uIm4F7gMUR0RURbwE+EREdEfEQ8ArgXQAppUeAW4BVwHeBa4tK5z7g94E7gNXALcWxGqP3vx+OOw6uv/7w+z74QXjFK+Af/7H281Lr6e3t74FcT3PnWsGs52qkgHnOHNi0yR74Kt+qVXm7ZMnYxjn3XGhry20yVJ5Jw92ZUjoQEdcB36zRfCRJkqSWlVJ6wyC7vzjM8X8O/Pkg+28Hbq/g1Ma95cvh29/O7TBOPHHwY664At7zHujuhnmDLqsoHVlfXw7NGiHAa283YNZz9fbm3uAzZtR7Jvn5mVL+eWmEN2TU+CoVME+enENmK5jLV06LjDsi4rqImBsRx5VuVZ+ZJEmSJNVASvDHf5xD43e8Y+jjLrssb7/3vdrMS61p48b8nGuEwMwKZh2qtADlhAZoqFr6GfE5qnKtXp0/iVSJ368XXpgrmA8eHPtY40E5vzLeBryb3O/tkeL28LCPkCRJkqQmceedcN99eWG/o48e+rhzzskf2TZg1lg0UguC9nZbEOi5NmxojOcmGDBr5Fatyv2XI8Y+1oUXwo4dsHbt2McaD44YMKeUFgxyO/lIj5MkSZKkZnDnnXDUUfDbvz38cRG5ivnOO61o0uiVwrJGCPHmzs3V1Bs31nsmahSNsABlSSlgdqE/lWvVqrG3xyhZtixvbZNRnrI+9BARZ0bEr0XEb5Vu1Z6YJEmSJNXCihW5UmnKlCMfe9llsHUrPPBA9eel1lQKyxqhRYYBng7VSAHz7Nn5jT0rmFWOp57KFfiVCpiXLMmfanKhv/IcMWCOiA8CNwJfAF4NfAb4jSrPS5IkSZKqbtcuuP9++KVfKu/4Sy/NW9tkaLR6e3NoNmtWvWfSHyQa4Alyq5TNmxsnYJ40Kf+c+PxUOVavztuzzqrMeJMm5bFK42p45VQwvx54BdCbUnoTcB4w6UgPiogFEfGDiFgdEY9ExDuL/SdGxJ0RsabYTi/2nxkR90TE3oj4o0PGOiEivhER/1mM96JBzvfyiNgeEQ8Wtw+VcW2SJEmSxrGf/hT27y8/YJ41Cy64AO64o7rzUuvq7s7Po7a2es/ECmY9V2kBykYJmCE/Rw2YVY5Vq/K2UhXMAIsXw89/XrnxWlk5AfPulNIBoC8ipgEbgEVlPK4PeHdK6SzgYuDaiFgCvA+4K6V0OnBX8T3ANuAdwCcHGeuvgO+mlM4kB9xDvX/wbyml84vbn5QxR0mSJEnj2IoVefviF5f/mMsug3//d3jmmerMSa2tuxvmzav3LDJbEGigRlqAssSAWeVavTq3tFi4sHJjnnkmPPEE7N5duTFbVTkB839ExAnAl4CVwE+AI3YcSyn1ppQeKL5+hhwKzwOuAm4qDrsJeG1xzKaU0k+B/QPHiYjjgJcBXyyO25dSerqMeUuSJEnSsFasgKVL4cQTy3/M5Zfnj5L/8IdVm5ZaWE9P4wTMpRYEVjALDJjV3FatyoHwhLJWmyvP4sW5qn/NmsqN2aqO+MeeUnpbSunplNLfAK8B3pZSevNIThIRpwAXAPcBs1NKvcXYvcCROk8tAjYD/yci/iMi/ndETB3i2BdFxM8i4jsRsXSIubw1IlZGxMrNmzeP5DIkSZIktZADB3IlcrntMUpe/GI45hjbZGh0ursbY4G/krlzDfCUlQLmOXPqO4+B2ttzX+j9+498rMa3Vasq2x4DcmAN8J//WdlxW1FZuX5EXB0RH0gprQU2R8QLyj1BRBwLfBO4LqW0YxRznAQ8H/h8SukCYCf9bTUGegBYmFI6D/hr4F8GGyyldGNKaVlKadnMmTNHMR1JkiRJreCRR2DHjpEHzJMnw8tf7kJ/Grm9e2HLlsapYIYc4FnBLIANG/K20QLmlHJ/aGkozz4LTz5Z+YD59NPz1j7MR3bEgDkiPkde5O+Nxa6dwBfKGTwi2sjh8tdSSt8qdm+MiLnF/XOBTUcYpgvoSindV3z/DXLg/BwppR0ppWeLr28H2iJiRjnzlCRJkjT+lPovjzRghtwmY80aWLeusnNSaysFuVYwqxH19sJJJ8FRR9V7Jv1K7Tp8jmo4pQrjs86q7LjHHAMnn2zAXI5yKphfnFJ6G7AHIKW0DTjir5uICHLf5NUppU8NuOs24Jri62uAW4cbJ6W0AeiMiMXFrkuAVYOcb05xTiLiIvK1bT3SPCVJkiSNTytW5ErS0SwIdNlleWsVs0aiuztvG6mCee5c2LQpt4zR+Nbb21j9l6H/zRgDZg1nVZESVrqCGXKbDFtkHFk5AfP+iJgAJICIOAk4WMbjXgK8CXhlRDxY3K4AbgAujYg1wKXF96WAuAv4Q+CDEdFVLPAH8AfA1yLiIeB84GPFY34vIn6vOOY3gIcj4mfAZ4GrU0qpjHlKkiRJGodWrMjVy7lMZWQWL85VTfZh1kiUQrJGCpjb2+HgwRwya3wzYFazWrUK2trgec+r/NiLF+cKZhPG4U0q45i/Ibe5mBkRHwV+E/jokR6UUloBDPVS7ZJBjt8AzB9irAeBZYPs/8KArz8HfO5I85IkSZKkJ5+Ezs7RtceAHEpfdhnccgv09cGkcv5npXGvVMHcaC0yIAd4jRYuqrZ6e/sXNWsUs2bBhAkGzBre6tVwxhnV+bf4zDNzj+eensZ6c7DRDFnBHBG3R8QpKaWvAB8EPgk8BbwupfT1Wk1QkiRJkiptLP2XSy67LC8S+JOfVGZOan3d3XmRyBNPrPdM+pXCbhf6G99Syov8NdqbDBMn5kUHfX5qOKtWVac9BuQKZrAP85EM1yLjy8D3IuIDwKMppb9KKX0mpfRwbaYmSZIkSdWxYgVMmwbnnDP6MV72sry9777hj5NKenpyoDuatizV4iJqAti6Ffbvb7yAGfLPjM9PDWXPHnj8cQPmehuyeDyldEtE/F/gQ8DKiPgqA3ovH7JwnyRJkiQ1jRUr4MUvztVxozV7dr797GeVm5daW3d3433Ees6cvLVCdHzbsCFvGzVgXr++3rNQo3r00dxH/qyzqjP+vHkwdaoL/R3JkRb52w/sBCYD0w65SZIkSVLTeeopePjhsbXHKDn/fANmla8RA+a2Npg50wrR8a70BkPpDYdGMneuz08NbdWqvK1WBXNE/0J/GtqQFcwR8SrgU8BtwPNTSrtqNitJkiRJqpJ77sn9RisRMJ93Hnz607BvHxx11NjHU+tKKYdkv/qr9Z7J4drbrWAe70p//41awbxlC+zdm3uYSwOtWpUXgjzjjOqd48wz4d//vXrjt4LhKpg/QF7Q732Gy5IkSZJaxYoVeaX5iy4a+1jnn5/7lvrRWR3J9u2wa1fjVTCDFaJq/IAZ+tt4SAOtXg2nnVbdNx8WL4YnnoDdu6t3jmY3ZMCcUnppSumRWk5GkiRJkqptxQp4wQvgmGPGPtZ55+Xtgw+OfSy1tlKA24gBsxXM6u2FY4/Nt0ZTCph9jmowq1ZVr/9yyeLF+VMoa9ZU9zzN7Eg9mCVJkiSpZezbBz/5CbzkJZUZ74wzYMoU+zDryLq787YUljWSuXNzdeiBA/Weieqlt7cxq5eh/2fGKnsdav/+vMhftfovl5x5Zt76aaWhGTBLkiRJGjdWr859PC+8sDLjTZoEZ59twKwjKwXMjVrBfPAgbN5c75moXgyY1Yweewz6+qofMJ9+et660N/QDJglSZIkjRsPP5y355xTuTHPPz+3yEipcmOq9ZTCsUatYAYDvPFsw4bGDZhnzMhv5vn81KFWrcrbarfIOOYYWLjQgHk4BsySJEmSxo2ODmhrq+xq8+edB1u3Gn5oeN3dMH06HH10vWdyuFKwaI/b8auRK5gnTIA5c/wdq8OVAuZSC4tqWrzYFhnDMWCWJEmSNG50dORKp7a2yo15/vl560J/Gk53d2O2xwBbEIx3zz6bb3Pm1HsmQ3MhSg3m0UdhwQKYOrX651q8OFcw+2mlwRkwS5IkSRo3Ojoq2x4D4Nxz89Y+zBpOT09jtseA/mDRAG98Kv29N2oFM+SfHd8A0aEefbS/P3K1nXlmfiPG35ODM2CWJEmSNC48/TR0duZF+SrpuOPg1FOtYNbwGrmC+aijcp9bg5PxyYBZzWrNmsq2vBrO4sV5a5uMwRkwS5IkSRoXqrHAX8n551vBrKH19eVF1Bo1YIYcLhrgjU9dXXk7f3595zGc9nbYtg327Kn3TNQotm7Nz4laVjCDC/0NxYBZkiRJ0rhQzYD5vPNyJdXOnZUfW81v0yY4eLBxW2RAnlt3d71noXro7MzbRg+YwSp79VuzJm9rFTC3t8Oxx1rBPBQDZkmSJEnjQkcHHH98XhCo0s4/Py/809FR+bHV/ErBbSNXMC9Y0B80anzp6sq/G6dNq/dMhuZClDpUKWCuVYuMiHwuK5gHZ8AsSZIkaVzo6Mj9lyMqP/Z55+WtbTI0mFIo1sgVzAsW5ErrvXvrPRPVWldXdd54qyQrmHWoNWtgwoS8BkKtnHmmAfNQDJglSZIktbxSdXE12mMALFyYKwBd6E+DaZYKZrBNxnjU2dnY7TGgfwFCK5hV8uijcMopeZHSWlm8GJ54Anbvrt05m4UBsyRJkqSW190NTz9dvYA5IlcxW8GswXR3w8SJMGtWvWcytFLAbJuM8aerq/ED5pNOgrY2A2b1W7Omdu0xSs48M79hXWrPoX4GzJIkSZJaXqk38tlnV+8c558PDz2UF3OTBurpgTlzcsjcqAyYx6e9e2HjxsZvkRGR22QYMAv6Q95aLfBXsnhx3tom43AGzJIkSZJa3sMP5221KpghVzDv3AmPPVa9c6g5dXc3dnsM6K9gNWAeX0qBbaNXMIMBs/pt3AjPPFP7CubTTstbK5gPZ8AsSZIkqeV1dOSAb/r06p3Dhf40lGYImKdOzT8fBszjS1dX3jZ6BTMYMKtfKeCtdQXz1Kn5d/mjj9b2vM3AgFmSJElSy6vmAn8lS5fmFggu9KdD9fTkcKzRLVhgwDzelP6+m6WCube33rNQI6hXwFw6pxXMhzNgliRJktTS+vpg9erqB8xTpuQFgKxg1kC7duUFJhu9ghkMmMejUgVzswTMTz+df6Y0vj36aF70ceHC2p/7jDOsYB6MAbMkSZKklrZmTV7IqtoBM+SF/qxg1kDd3XlrBbMaUWcnHH88TJtW75kc2dy5eWsVs9asgec9rz4Lp55+OmzZAk89VftzNzIDZkmSJEktraMjb88+u/rnOu+8XBG4bVv1z6XmUOoZ2ywVzNu2WSE6nnR1NUf1MvS/SWMfZj36aH3aY0D/woK2yXguA2ZJkiRJLa2jI1c5nXVW9c+1dGnerlpV/XOpOZQqmJslYAarmMeTrq7mWOAPDJiVHTwIa9f2B721Vgq2DZify4BZkiRJUkt7+OH8H8IpU6p/LgNmHaoUhjVLiwzo78ur1tfZaQWzmkt3N+zZU78K5kWLYMIE+zAfyoBZkiRJUkvr6KhN/2XIAd3UqfDII7U5nxpfd3d+Thx3XL1ncmRWMI8v+/bBxo3NEzCfcEJ+o9AezONbKditVwXz5Ml5cUErmJ/LgFmSJEmqkYj4UkRsioiHB+w7MSLujIg1xXZ6sT8i4rMRsTYiHoqI5w94zDXF8Wsi4pp6XEuz2LkTHn+8dgHzhAmwZIkVzOrX3Z3bY0TUeyZHVgoaDZjHh1L7lmZpkRGRq5itYB7fSsFuvSqYIYfbVjA/lwGzJEmSVDtfBl51yL73AXellE4H7iq+B3g1cHpxeyvweciBNPBh4IXARcCHS6G0DvfII5BS7QJmyAGzFcwq6elpjvYYkCvzZs0yYB4vSq1QmqWCGfLPUikY1/i0Zg0cfXR9f6+efnqeR0r1m0OjMWCWJEmSaiSltBzYdsjuq4Cbiq9vAl47YP9XUnYvcEJEzAUuB+5MKW1LKT0F3MnhobUKHR15e/bZtTvn0qX5I9xPPVW7c6pxlSqYm8WCBQbM40UpYG6WCmbIc33yyXrPQvX06KM54J1Qx0TzjDNgxw7YtKl+c2g0BsySJElSfc1OKfUCFNtZxf55wMCYp6vYN9T+w0TEWyNiZUSs3Lx5c8Un3gw6OuCYY/KiPLWyZEne2iZDKTVXBTMYMI8npb/nZqpgXrgwz/vgwXrPRPWyZk1922NA//ntw9zPgFmSJElqTIN1bE3D7D98Z0o3ppSWpZSWzZw5s6KTaxYPP5wrimtZ6bR0ad4aMGvr1ryQWjNVMM+fb8A8XnR15cUnp02r90zKt3Ah7N/vQn/jVV9fXlfBgLnxVO1lVkQsiIgfRMTqiHgkIt5Z7B9qEZMzI+KeiNgbEX90yFgnRMQ3IuI/i/FeNMj5hlwERZIkSWpgG4vWFxTb0gcuu4CBH1yeD/QMs1+DeOSR2rbHADj55Fw1bR9mlXrFNlPAvGBB/uj3jh31nomqrbOzudpjQA6YAZ54or7zUH088UR+g+GMM+o7j4ULoa3Nhf4Gqub7+H3Au1NKZwEXA9dGxBKGXsRkG/AO4JODjPVXwHdTSmcC5wGrBzlm0EVQJEmSpAZ3G3BN8fU1wK0D9r+5KKS4GNhetNC4A7gsIqYXxRqXFft0iG3bYMOG/oriWpkwIbfJsIJZzdiCoBQ4WsXc+rq6muu5Cf0B8/r1dZ2G6qRUMVzvCuZJk3LrLSuY+02q1sDFi99SL7lnImI1uTfcVcDLi8NuAn4IvDeltAnYFBGvGThORBwHvAz4r8VY+4B9g5zyF4ugAPcWVc9zS/3sRuLJ7f+vvTuPk6uu8v//OknITjayEQgJ2elAEiCEIIiERRQlMIpjdMZtwHxxha/ijMs4LuNXYVT8qYyAiog6CiooiKAkUSRsCSHpkIR09jZpQhLIShKyf35/nFvTRdPd6aWqPnVvvZ+PRz1u9+3qqvO5dWs799zz2cbX5j7S2n9r1uY9rwAwqEdhzz1Zv3Mbo04Y1OLrb9h1mG8+tbegMWzZ482PBvYo7PGKDbsO05rXjJd2wK//erigMezY7cs+PQt6s7y0A/od3/Lr79wOjxV2l2S375L0Rbd3yAAAIABJREFULPDpUDu3w5DBLb/+wa3w8v2FnXr10E5fdupd0Jvl4FagNWcXb93NofsXFDaIncnzt3f3wt7u1t2tGlvYuo1DDxY2lxF2+k5pvQu7U4at22BAy18nj2zdwv4Hf1Ww+z+y02d46tC7b8FuEzxOBrT8Nvdv3cD6+/+roDEc2OlFlp17DzzKNVtn/9YNMKDl7wAvbfs7v3noawWNYceuTQD06dWKF7QWeGnb3zlu4KgWX3/DrvV8e943ChrDlj2bARjYo+XPi5bYsGs9o2n52Nbv2sTXn76zoDFs3uNz5w3q0a+gt7t+1yZGUZg3FTP7Ff5ZuL+Z1QFfAm4Efm1mVwPrgXclV38IuAxYDewFPgQQQthmZv8JPJNc76shhIYTBwr1FcS5nsilVFUFs2eX/n6lvOSSYCefHDWMVslPMJf64IyUVl0dTJoUO4rWUQVzZSuXBDN4FbUqmOsVLcGcz8yGA6cD82gwiYmZHe1b6QjgJeBOM5sIPAtcF0LY0+B6TU128poEs5nNxCucOemkk15/Z0Wa/ePAGs9Udm5FMrglRp0wqMUxF2tsB9esAaDriSMLerujaXnMxRrb9mRs/Y4v7Nj6HR9/bGv2+NiGDC7s2IYMLoOx7fKxjRxQ2LExoJzG9vrXr3Ypi7H56+TIViSDW2RA3NfJNbs85zOyFcngFhnQtwwes4MAjBzQtbA3PGB09LHteMWPZR838JiC3u5xA0dFH9vBNT62rid2Lujtjib+2A6seRmAzicW9gjjKHoXLOYQwnua+NNFjVw3AB9r4nZ+AvykIEFlWK6COEaSbPx4+NnPYMcO6NOn9Pcv5WHdOujaFQYW9lhsUamCuTIcOACbN6evgrlHD+jfXwnmSrVypfcNL4fX1NGj/UDykSOlneehXJl/bi3iHZj1BP4G/L8Qwn1mtiOE0Cfv79tDCH3zfv8ysDuE8K3k98nA08C5IYR5ZvZdYFcI4YsN7uePwDdCCI8nv88B/jWE8GxTsU2ePDksWFDg6sImfOYznwHgm9/8Zknur5Q0tnTS2NJJY0ufrI4LNLa00tgKy8yeDSFMLtkdtkMpP/uWi09+Eu6803vJWmNTIxbRgw/C5ZfDE0/AG95Q2vuW8vHOd/qBjuWNNXksUwcPQpcu8MUvwle+EjsaKZbaWq+s//GP4eqrY0fTOpMnw4AB8PDDsSORUnvLW+Dll6EcPs7cfjtcey2sX5++Xubt0dRn36Lm2M3sGOBe4H9CCPclq5uaxKQpdUBdCGFe8vtvgcYm8NNkJyIiIiIi8r+WLfNWFaVOLkN91bT6MFe22loYPjx2FK1zzDFw/PGqYM663OObxsTYsGGqYK5UK1fGn+AvJ9emQ32YXdESzGZmwB3A8hDCzXl/amoSk0aFEDYBG8xsbLLqIqCxj2lNTYIiIiIiIiIV6Pnn4/WQHTYMunev7wMtlSlXJZo2Q4cqwZx1dXW+TFuLDKhPMBf5hHwpMwcO+ONeDv2XoT7RrT7Mrpg9mM8F3gcsMbPqZN3naWISEzMbDCwAegFHzOx6oCqEsAv4BPA/ZtYZWEsywYmZXQsQQriNJiZBERERERGRyrNtG2zaFGeCP/B+jKecogrmSrZrl++HaatgBk8wL1kSOwopplyCOa0VzHv3wtat3o9ZKsPatd7vuFwSzEOGQLduqmDOKVqCOemF3NTJaI1NYrIJb2vR2G1VA6/r75EklnM/NzkJioiIiIiIVJZc5XCsCmbw5PZf/hLv/iWu2lpfpjXB/NBDXiEao8WMFN+GDT5Z2rHHxo6k9YYN8+Xf/64EcyVZscKX5dIio0MHT3argtlpnkMREREREcmcXOVwzATz+PHwwguwc2e8GCSeXII5rS0y9u6F7dtjRyLFUleXzvYYUJ9gzj3HpDLU1Phy3Li4ceQbPVoVzDlKMIuIiIiISOYsWwY9e8Y9/TvXnkNtMipTmiuYc4lH9WHOrg0b0tkeA15bwSyVo6bG21L06hU7knqjR8OaNXDoUOxI4lOCWUREREREMuf55z3BG/P0/lz1tBLMlWndOp/oMY2n8OcSj0owZ1eaK5j79vXWHkowV5aamvKqXgZv13HokPZFUIJZREREREQyaNmyeBP85Qwf7hMA5fpBS2WprfV9II09jJVgzrYDB2Dz5vRWMJt5FbOSepUjhPJMMOcmHFQfZiWYRUREREQkY7Ztg02b4vZfBp8A6JRTVMFcqWpr09l/GWDwYOjUSQnmrNq40RN2aa1gBiWYK82WLbBjR/klmHMTDqoPsxLMIiIiIiKSMeUwwV9OVZUqmCtVroI5jTp29F6nSjBnU12dL5VglrQoxwn+AAYM8J7QSjArwSwiIiIiIhmTS+jGbpEBnuSuq4Ndu2JHIqW0Y4df0ppgBm+fkEtESrbkDhyktUUGeIJ5+3a9tlaKck0wm3kVs1pkKMEsIiIiIiIZs2wZ9OwJJ50UO5L6JLfaZFSW2lpfpj3BrArmbMpKBTOoirlS1NRAjx5wwgmxI3m90aNVwQxKMIuIiIiISMY8/7wndsthcrVcmw4lmCtLLsGc1h7MUF/BHELsSKTQ6ur8tP5evWJH0nZKMFeWmhoYO9bnNig3Y8b4a/6+fbEjiasMHxoREREREZG2W7asPNpjgFewdu2qPsyVJisVzPv3w0svxY5ECm3DhnRXL4MSzJWmpqb82mPknHKKH4ir9CpmJZhFRERERCQztm2DTZvKY4I/8MnSTjlFCeZKs26dt2np1y92JG2X68+rNhnZU1eX/gTzoEHQpYsSzJVg715/nMs1waxWWE4JZhERERERyYzcF7xyqWAGOPVUWLo0dhRSSrW1Xr1cDm1a2koJ5uzasCHdE/yBt0o46SQlmCvBqlVeIVyuCeYxY3x/VIJZREREREQkI3KVwuVSwQwwYQK88IJXV0tlqK1Nd/9lUII5q1591c/yKIdJUNtr2DAlmCtBTY0vyzXB3KULjBypBLMSzCIiIiIikhnPP++tCcopeXLaab5csiRuHFIaIdRXMKfZgAHQrZu3+5DsWLPGl6NHx42jEJRgrgw1NX42SDnvs1VVSjArwSwiIiIiIpmxbJn3PC6n1gQTJvjyuefixiGlsX077NqV/gRzLqFT6RNXZU3u8SznZF1LDRvm1dj79sWORIqppsbPCOnaNXYkTauqgpUr4eDB2JHEowSziIiIiIhkxrJl5dUeA2DwYDjuOFUwV4raWl+mPcEMnoRcuTJ2FFJIWUswA6xfHzcOKa6amvJtj5FTVQWHDsHq1bEjiUcJZhERERERyYRt27yarZwm+AOvBJ0wQRXMlSKXYE57D2bwyavWrvXEiWTDqlXe/qR379iRtF8uwaw2Gdl15AisWJGOBDNUdpsMJZhFRERERCQTcl/syq2CGbwP89Kl/mVZsi1rFcyHDtWPSdJv9epsVC+DEsyVYMMGn5iy3BPM48b5wWQlmEVERERERFJu2TJflmOCecIE2LNHE6ZVgnXroFcv6NMndiTtl0tEqg9zdqxaBaNGxY6iME48ETp2VII5y2pqfFnuCebu3f2gohLMIiIiIiIiKbd0KfTsCUOHxo7k9U47zZfqw5x9tbWeaCiniSbbaswYX6oPczbs3QsvvJCdCuZOneCEE5RgzrK0JJjB22QowSwiIiIiIpJy1dUwcSJ0KMNvOePHe8JRfZizr7Y2G/2XwXv19uqlCuasyE1AlpUEM3ibDCWYs6umBvr1g/79Y0dydFVV3i+6UnvWl+FHLxERERERkdY5cgQWL4ZJk2JH0rgePWDkSFUwZ10I9RXMWWDmVcxKMGdD7nFUglnSoqamvr9xuauqgv37K7cVlhLMIiIiIiKSerW18MorXsFcriZMUAVz1m3dCrt3ZyfBDJ6MVIuMbMhqgrmurnKrRrNu+fJ0tMcATzBD5bbJUIJZRERERERSr7ral+VawQzeh3nVKu+DKtlUW+vLLCWYx4zxCtH9+2NHIu21ahUMGgTHHhs7ksIZNgwOH/be0pIt27fD5s3pSTDn4lSCWUREREREJKWqq7338qmnxo6kaRMmeAuFSv3yWQlyCeas9GAGr3YNAdasiR2JtNfq1dmqXgZPMIPaZGTRihW+TEuCuVcvOPHEyn2PV4JZRERERERSb/Fi/xLarVvsSJp22mm+VJuM7MolmHNJryzIJSTVhzn9Vq1SglnSo6bGl2lJMIO3yVCCWUREREREJKWqq8u7/zLAiBHQvbsm+suydeugTx+/ZIUSzNmweze8+CKMGhU7ksI66SSfAK5SJ1bLspoaOOaYdJ0RUlXlfaOPHIkdSekpwSwiIiIiIqm2bRusX1/e/ZcBOnaE8eNVwZxltbXZ6r8M0Lcv9O+vif7SbvVqX2atgrlbN3/OLV8eOxIptJoa3187dYodSctVVcGrr1ZmRb0SzCIiIiIikmqLF/uy3BPM4H2Yn3vOe9pK9tTWpqvarqXGjFEFc9rlHr+sJZjBk3rLlsWOQgqtpiZd7THA90WozAMeSjCLiIiIiEiq5RLM5d4iA7wP88svw+bNsSORQjtyxE/Tz1oFM3hSUhXM6ZZLMGetRQb4mSErVsChQ7EjkULZt8+r7tOWYD7lFF9WYh9mJZhFRERERCTVqqth8GAYNCh2JEc3YYIv1Yc5e2pr/dToXAVblowZAxs3eh9fSadVq+D446Fnz9iRFF5VFRw4AGvXxo5ECmXpUjh8OB1nJuXr188/jyjBLCIiIiIikjLV1en5Enraab5UH+bsWbrUl6eeGjeOYsi1Vcj18ZX0Wb06m+0xoP6gjtpkZMeiRb4844y4cbRFVZUSzCIiIiIiIqly4IB/kUtLgrl/f68iVAVz9uQSzFmsYM4lJtWHOb1WrcpugrmS2xJk1aJF0KtXOnva5xLMlTbXghLMIiIiIiKSWsuXw8GD6ei/nHPaaapgzqKlS2HYME+KZE2ub68SzOm0a5f3fc9i/2Xwth/DhqmCOUsWLvQDxx1SmLWsqoJXXoEXXogdSWml8KESERERERFx1dW+TEsFM3gf5uef14RUWbN0aX0LlKzp2ROGDNFEf2mVa22S1Qpm8In+VMGcDYcP+0HYNLbHgPqzWCptfyxagtnMhprZX81suZktM7PrkvX9zGyWma1Kln2T9ePM7Ckz229mNzS4rVozW2Jm1Wa2oIn7u8DMdibXqTaz/yjW2EREREREpDxUV0O3bulKnJx2Guzfr2rQLDl4EGpqstl/OWfMGO2zaZV73NL0OtlaVVX+HDx8OHYk0l4rVviEqaefHjuStlGCufAOAZ8OIZwCTAU+ZmZVwGeBOSGE0cCc5HeAbcAngW81cXvTQgiTQgiTm7nPucl1JoUQvlqYYYiIiIiISLmqrvaK4I4dY0fSchMm+FJtMrJj5UpPMmc5wTx6tCqY0yqXYM5qiwzwpN7+/bB2bexIpL0WLvRlWhPMAwbAcccpwVwwIYQXQwgLk59fAZYDJwBXAHclV7sLuDK5zpYQwjPAwWLFJCIiIiIi2RECLF6crv7L4BNSdepU395D0i83wV+WE8xjxsDLL8OOHbEjkdZavRpOOAG6d48dSfGMH+/LSkvqZdGiRdC1a/3kjWk0fnzlTeZbkh7MZjYcOB2YBwwKIbwInoQGBrbgJgLwiJk9a2Yzm7neOWa22MweNrPxTcQy08wWmNmCl156qVXjEBERERGR8rFhA2zfnq7+ywBdunjM8+bFjkQKZelSr6IfOzZ2JMWTa6+gNhnps2pVtttjQH0yUhP9pd+iRd5KqlOn2JG03eTJfhD5YAWV0BY9wWxmPYF7getDCLvaeDPnhhDOAN6Kt9o4v5HrLASGhRAmAt8Hft/YDYUQfhhCmBxCmDxgwIA2hiMiIiIiUliNzTvSzPwlZmbfM7PVZvacmaV0Kpz2SeMEfzlTp8L8+eoXmhVLl3oCr2vX2JEUTy5BqTYZ6VMJCeZjj4WTTlIFc9qF4AnmtLbHyDnrLNi3r/7slkpQ1ASzmR2DJ5f/J4RwX7J6s5kdn/z9eGDL0W4nhLAxWW4BfgdMaeQ6u0IIu5OfHwKOMbP+BRmIiIiIiEhpNJx3pKn5S94KjE4uM4FbSx5pGaiuBjOvdEqbqVNhz57K+vKZZUuXZrs9BsDIkf58UwVzuuzcCS+9lO3+yzlVVUowp11trbfhSXuCeUqStZw/P24cpVS0BLOZGXAHsDyEcHPenx4APpD8/AHg/qPcTg8zOzb3M/Bm4HUfw8xscHKfmNkUfGxb2zsOEREREZGIGp2/JFn/s+CeBvrkijgqyeLFnjTp2TN2JK03daovn346bhzSfnv3wpo12U8wd+kCw4apgjltcgcEsl7BDJ5gXr5cZ4ak2aJFvjwj5edlnXyyT/SnBHNhnAu8D7gwOc2v2swuA24ELjGzVcAlye+5BHEd8Cng382szsx6AYOAx81sMTAf+GMI4U/J/1xrZtcm93cVsDS53veAGSGEUMTxiYiIiIgUUmPzjjQ1f8kJwIa8/61L1r1G1ucfqa5OZ3sMgBEjoH9/JZizYPlyP6076wlm8In+VMGcLpWUYB4/3tsS1NbGjkTaatEi72efxjOT8pl5m4xnnokdSekUrWV2COFxwJr480WNXH8TcGIj190FNDovdAjhtryfbwFuaX2kIiIiIiJl4dwQwkYzGwjMMrOaZq7b2Ofs1xVXhBB+CPwQYPLkyZkqvti5E9auhauvjh1J25h5FbMSzOmXa3OS9oRIS4weDb/4hSfUralv+1JWcgnmkSPjxlEKVVW+XLasMsabRQsXwrhx0K1b7Ejab8oU+NrXYPfudJ5p1VpFn+RPRERERESOrol5R5qav6QOGJr37ycCG0sXbXy5Cf4mNlqKkg7nnAM1NbB9e+xIpD2WLvX2EZWQ0Bo9ur6nr6TDqlUwdGg2EnZHk0swqw9zei1alP72GDlTpsCRI540rwRKMIuIiIiIRNbMvCNNzV/yAPB+c1OBnblWGpXi8cd9ec45ceNoj1wf5krq0ZhFS5d6Yqtjx9iRFN+4cb5ctixuHNJy1dWV0b4FoFcvOPFEJZjTatMmePHF9E/wl3PWWb6slDYZSjCLiIiIiMTX1Lwjjc5fAjwErAVWAz8CPlr6kON67DFPmvTrFzuStjvrLG8zoDYZ6bZ0aeUk8M4805eVkjBJu1de8YMBU6bEjqR0qqp0ACStchP8ZSXBPHCgT4xaKQeRi9aDWUREREREWiaEsJZG5h0JIWyl8flLAvCxEoRWlg4dgiefhPe9L3Yk7XPssZ6YVII5vbZvh7q6ykkw9+/vrUAqJWGSdgsXer/sSkowjx8Pt93mrQk6qKQyVXIJ5rRO3tuYKVMq5/VSTzcREREREUmVxYt90pw3vjF2JO03dSrMm+fJEEmfXKVkpSSYwRMm8+bFjkJaIldpnjtVvxJUVcGrr0JtbexIpLUWLYIRI6BPn9iRFM6UKb4vVkLfeiWYRUREREQkVebO9WVWEszbt8PKlbEjkbZYutSXlZZgrquDjRU1rWg6zZ8PJ58MAwbEjqR0xo/3pfowp8+iRdlpj5FTSX2YlWAWEREREZFUmTsXhg/3yZzSLjfRn9pkpNPSpd7qZOjQ2JGUztln+7JSTvtOs/nzK6t6GeCUU3ypBHO67NwJa9bAGWfEjqSwzjzTW7VUwuulEswiIiIiIpIaIXiCOQvVywDjxkGvXkowp1Vugj+z2JGUzqRJ0KlTZSRM0mzLFvj73yur/zJ4e4UhQzTRX9pUV/syaxXMPXt62xZVMIuIiIiIiJSRlSu9l2FWEswdOnhFqBLM6ROCJ5hPOy12JKXVrRtMnKg+zOUul9CqtAQzeJsMVTCnS26Cv6wlmKF+or8QYkdSXEowi4iIiIhIamSp/3LOOefAkiU+caGkx+bNsHVrZfVfzpkyxROYmpyyfM2f7wewstZyoCWqqjzBrP0zPRYuhMGD/ZI1Z50FL7+c/YknlWAWEREREZHUmDvXJ6waOzZ2JIUzdaonQhYsiB2JtEYlTvCXM2UKvPIK1NTEjkSaMn++V/L26BE7ktIbPx727vUWIVL+QoBHH4U3vCF2JMWRO4sg622FlGAWEREREZHUyPVfzlLP29yXT7XJSJdKTjBror/yFoJXmFdiewyor9pWG5d0WLUKNmyASy6JHUlxnHYadOmS/T7MSjCLiIiIiEgqvPACrFuXrfYYAMcdB2PGKMGcNkuWwMCBXlFfacaO9ckplWAuT+vWefuWSk0wT5rk++df/xo7EmmJWbN8efHFceMolmOO8d7SWX+9VIJZRERERERSIYv9l3OmTvUEc9YnAcqSxx/33pqVqEMHH7sqRMtTLpFVqQnmjh3h/PO97YKUv9mzYfhwGDkydiTFM2UKPPssHDoUO5LiUYJZRERERERSYe5c6NkTJk6MHUnhTZ3qk8atWxc7EmmJDRtg5Uq46KLYkcQzZQo89xy8+mrsSKSh+fOha1fvRVyppk3z5+jGjbEjkeYcOgR/+YtXL2ep9VVDU6Z4X/Dly2NHUjxKMIuIiIiISCo89phPAtSpU+xICu+CC3z5yCNRw5AWmjPHl1k9pbslpkzx5NCiRbEjkYaeecb7EB9zTOxI4sm9pqqKubwtWAC7dmW3/3JO7myCLJ/1oQSziIiIiIiUvW3bfFK1LLbHABg3DkaNggceiB2JtMScOd5/uRIn+MvRRH/l6dAhPxW/Uttj5EycCH36qA9zuZs92yuXL7wwdiTFNWoUDB5c3286i5RgFhERERGRsvfEE77MaoLZDKZP98Tl7t2xo5HmhOBJkQsvzPYp3Udz/PFw4onZrshLo2XLvG1JpSeY1Yc5HWbN8gnw+vePHUlxmcHb3w5/+hMcOBA7muJQgllERERERMre3Ll+uneWkybTp/sXT7XJKG/Ll8OmTZXdHiPn7LNVwVxuco9HpU5AmW/aNFi9GurqYkcijdm9G556qnJeSy+/3NuBPPZY7EiKQwlmEREREREpe3PnesKkW7fYkRTPuedC375qk1HuZs/2ZSVP8JczZQqsXQsvvxw7Esl55hl/HRk5MnYk8akPc3l77DE4eDD7/ZdzLr7YJ9/8wx9iR1IcSjCLiIiIiEhZ27rVJwLKJQuyqlMnuOwyePBBOHw4djTSlDlzPHk3fHjsSOLLnVGgKubyMX++Py6V3L4lZ8IET7arD3N5mj0bunTxg6uVoHt3TzL/4Q/eailrlGAWEREREZGydu+9PnHVu94VO5Limz7dE+pPPRU7EmnMoUNeDanqZTd5MnTooARzudizxydDzXIrodbo0AHe9CZVMJerWbN8XoUsn5nU0OWXw7p13is9a5RgFhERERGRsnb33TB2LEycGDuS4rv0Uu81rTYZ5WnBAu+hWSk9Q4+mZ0+oqtJEf+Vi0SI/+0H9l+tNm+ZtXNavjx2J5Nu0yQ+GVEp7jJy3v92XWWyToQSziIiIiIiUrRdf9OqzGTMq45Tv3r29FYgSzOVpzhxfTpsWN45ycvbZ8PTT3ktV4spV6qqCuZ76MJenXC/7SjtYN2SIn/mRxfd4JZhFRERERKRs/eY33qvw3e+OHUnpTJ8OK1bAypWxI5GGZs+GSZOgf//YkZSP6dNhx4765LvEc889cN55MGhQ7EjKx6mnwnHHqQ9zuZk92x+XSZNiR1J6l1/uZ31s2RI7ksJSgllERERERMrW3Xd7a4xTTokdSelcfrkvs3gKbZrt3QtPPll5FXdHc+mlXnn/q1/FjqSyPf+8txyopINxLaE+zOUnBO+/fNFF/vhUmunTfRv88Y+xIymsCnwoRUREREQkDWprfbK7GTNiR1Jaw4Z5Uj2Lp9Cm2eOPw4EDmuCvoS5d4B3vgN/9Dvbtix1N5brnHk/WXXVV7EjKz7Rp/n5SWxs7EgGoqYGNGyuv/3LOxIkwdGj23uOVYBYRERERkbL061/7shIr8qZP94Tm1q2xI5GcOXN8AsY3vjF2JOVnxgx45RV4+OHYkVSmEPxsjwsugMGDY0dTftSHubzkEquVejaImU/298gj2ToopwSziIiIiIiUpbvv9gnETj45diSlN306HDkCDz0UOxLJmTMHzjkHevSIHUn5ufBCGDDAn7NSeosXe8/2SjwY1xLjx3vfdCWY4zt8GG6/3duWDB8eO5p4pk/3tktZ6g2uBLOIiIiIiJSdFStg0aLKa4+Rc8YZPtt81k6hTatt22DhwsqtuDuaTp3gXe/yvuG7d8eOpvLccw907OitSuT1zLyKefZsT3BKPH/+M6xbBx/9aOxI4rrgAj9YmaX3eCWYRURERESk7NxzjycF3vWu2JHE0aGDVzg99JDaZJSD2bO9DYH6Lzdtxgx49VVNTllqufYYF1/sVbrSuH/8R3jhBZ0VEtsPfuBtXK68MnYkcXXt6hOk/uEP/hzOAiWYRURERESkrIQAv/oVnH8+nHBC7Gji+fjH/RTaW26JHYnceqtPyjRlSuxIyte55/rzVW0ySuuZZ3zyuko926OlrrzS98/vfz92JJVr3TpP8M+cCZ07x44mvunT/aDHE0/EjqQwlGAWEREREZGysmSJzzL/nvfEjiSu8eP9C+j3vqe2AzEtXOi9W6+7zltBSOM6dPAewA8/DNu3x46mctxzjyfrKr0i9GiOOQY+8hGYNcvfX6T0brvNXydmzowdSXm46io/6+DrX48dSWEowSwiIiIiImXll7/0fqLvfGfsSOL73Oe8/++PfhQ7ksp1883Qsydcc03sSMrfjBlw8CD8/vexI6kMR454gvnSS6FPn9jRlL8Pf9iT8TorpPT27YM77qivJBfvwfypT/lBuQULYkfTfkowi4iIiIhI2diyxXs0XnGF+okCTJ3qkwF9+9uwf3/saCpPXZ0n8K65Bnr3jh1N+Zs8GUaMUJuMUnnyST/F/t3vjh1JOgwc6AdB7roLdu2KHU1l+fWvfT5hkc5iAAAcl0lEQVSBSp/cr6GPfcwPDn3ta7Ejab+iJZjNbKiZ/dXMlpvZMjO7Llnfz8xmmdmqZNk3WT/OzJ4ys/1mdkOD26o1syVmVm1mjeb1zX3PzFab2XNmdkaxxiYiIiIiIsXxla943+GsnDJaCJ/7nCeRfvGL2JFUnltu8SrR666LHUk6mHkCb84cP1gkxXXPPT5Z2PTpsSNJj098wlsO3XVX7Egqyw9+AOPGwbRpsSMpL716+fvL/ffDc8/FjqZ9ilnBfAj4dAjhFGAq8DEzqwI+C8wJIYwG5iS/A2wDPgl8q4nbmxZCmBRCmNzE398KjE4uM4FbCzMMEREREREpheXL4fbb4dprYezY2NGUj0sugTPOgJtugsOHY0dTOXbv9v3xne+E4cNjR5MeM2b4fnrvvbEjybbDh+E3v4G3vQ2OPTZ2NOkxebKfGZI7eCTF9+yzMG+eVy+bxY6m/Fx3nT+H017FXLQEcwjhxRDCwuTnV4DlwAnAFUDuWNFdwJXJdbaEEJ4BDrbxLq8Afhbc00AfMzu+PWMQEREREZHS+bd/856EX/pS7EjKi5lXMa9aBffdFzuaynHnnbBjh/fIlJY79VSYMMHburz6auxosuuHP4TNm+F974sdSfp8/OOwcqVP+CfF94MfQPfu8P73x46kPPXt6/vkb3/rB9rTykIIxb8Ts+HAY8CpwPoQQp+8v20PIfTN+/3LwO4Qwrfy1q0DtgMBuD2E8MNG7uNB4MYQwuPJ73OAfwshNNkqe/LkyWFBOzpp33rrraxdu7ZF112zZg0AI0eObNH1R4wYwUc+8pE2x9ZeGpvT2OppbMWjsbmsji2r4wKNLZ/GVjzlPjYze7aZM+zKSns/+xbbX/8KF14IN97oiWZ5rcOHoarKE/DPPqsqsGI7fBjGjIHBg+GJJ2JHkz5z5sDFF8N//Ie3vZHC2rzZz/I480yYPVuvB6114ACcdJJXMz/4YOxosu3FF2HkSD8QcvvtsaMpXy+95GfKvOMd8POfx46meU199i36JH9m1hO4F7g+hNDWNurnhhDOwNtgfMzMzm/srhpZ97rsuZnNNLMFZrbgpZdeamM4rde1a1e6du1asvsrJY0tnTS2dNLY0ier4wKNLa00NilHR47ADTf4F/5PfjJ2NOWpY0dPvC9aBI88Ejua7Lv/fli7VtXLbXXRRfBP/+QHjFasiB1N9nzmM96r/r//W8nltujcGf7P/4GHHoLk2LQUwZEj8IEP+M833ND8dSvdgAHwkY/AL38Jq1fHjqZtilrBbGbHAA8Cfw4h3JysWwFcEEJ4MWlh8WgIYWze/3yZBhXMDW6z0b+b2e3Jbf2q4f00FV+5V3GIiIiISHlTBXNh/PznfursL37hSSlp3IEDMGqUn2o8bx707h07ouw67zzYuNHbknTsGDuadFKVbXE8+qhPlPaFL6S/Z2tMGzfCsGHwwQ/Cj34UO5psuvlm+PSn4bbbPKEvzdu0yauY3/te+MlPYkfTtJJXMJuZAXcAy3PJ5cQDQHIMgw8A9x/ldnqY2bG5n4E3A0sbueoDwPvNTQV2NpdcFhERERGR+F59FT7/eT9V+T3viR1Neevc2ZPxa9Z4Il4T/hXHHXd4W4zrr1dyuT0GDfIK5r/8xavypP0OHPCJ0k4+2RPM0nZDhvjkaj/+sR/clMKqrva5A664AmbOjB1NOgwe7M/vO++E//mf2NG0XjFbZJwLvA+40Myqk8tlwI3AJWa2Crgk+R0zG2xmdcCngH83szoz6wUMAh43s8XAfOCPIYQ/Jf9zrZldm9zfQ8BaYDXwI+CjRRybiIiIiIi006FD8C//AnV18K1vQYeiN/BLvze9Cb77XfjjH+GLX4wdTfb87W9w7bXw5jf7F31pn5kzYcoUbzWyfXvsaNLv5pt9ErBbboFu3WJHk37f+Ia/ps6c6e2HpDD27vUDxscd5wl8nb3Qct/4BlxwAXzoQ37mR5qUZJK/clXOpwmKiIiISPlTi4y2O3DATwO991646Sb413+NHVF6hOCnG//oR3D33fDud8eOKBvWrPFk6MCB8NRT0KfP0f9Hjm7RIj9DYeZMuPXW2NGkV22tT/T5lrfAfffFjiY7Nm/2Ni7HHAMLFnhSVNrnIx/xCf1mzfJ+7NI6O3bA+efDunXw2GNw+umxI3qtaJP8iYiIiIiI5Nu/H666ypPL3/mOksutZeYVjOee61VOqrxrv5074e1v95//8Acllwvp9NN98s7bb/fKe2m9PXvg6qv9LI/vfjd2NNkyaJAn7Ddu9KpbtR5qn/vv957LN9yg5HJb9ekDDz8MffvCZZf5waU0UIJZRERERERK5tVX4corPYn33//tfW6l9Tp39gT9ccd5j8v162NHlF6HDnkV+OrVvk1HjYodUfZ89aswcSJMn+5tHir4ROpW+/vf/WDSo4/C978PQ4fGjih7pkyBH/zAK27V27ptQvCzat7zHjjjDE1A2V4nnOBJ5n37/KyFrVtjR3R0SjCLiIiIiEhJLFwIb3sb/PnP/kVUPW7bZ9Ag+P3vYds2OPVUbz9w5EjsqNLllVfgwx/2ffLWW733pRTescfC3LnwD/8An/60V97v2xc7qvL3+ONw1llewfjHP/p2k+K4+mpvPXTTTfDZz3ofYWmZnTthxgxvg3PeefDQQ34QVNpn/Hh44AF//o8fD9/+tp/NUK6UYBYRERERkaLZswfuuMOTJGeeCU8/DT/9KVxzTezIsuHMM2HJEjj7bE/YX3ABrFgRO6ryd+QI3HUXjBnj++MXvqB9sth69oRf/xq+/GXf9tOmwYsvxo6qfN1xB1x4oZ8uP2+eVzFKcX33u57Ev+km73f94IOxIyp/8+Z5G5x77/UJ6v70Jz/4KYXxxjf65LOnneZtR4YPhxtv9IOj5UYJZhERERERKbgjR+ATn4AhQzxx9+qr8L3veZ/L978/dnTZcvLJ8Mgj8JOfeLJ54kRvSbBhQ+zIytO8eXDOOfDBD8KwYf67TucujQ4d4Etf8mTUc8/BpEnwxS96exLxyU/vu8/P9LjmGj9gNG8ejB0bO7LK0KWLv47+7W/QowdcfrlX3asF0WuFAE8+6Qc1zzvP3+/nzvXK7w7KMhbc2Wd7+5Ynn/SD9Z/7nL93/e53sSN7LT30IiIiIiIpZGZvMbMVZrbazD4bO56GOnTw3qHTp/sXzyVLPOGsydOKw8wr75Yv96TIl74EJ53kFc5f/SosXly5fW/37fP+tV/6kleDTZ3qyfef/cy/sE+ZEjvCyvOOd8BTT3mv1q9/HUaPhvPP9+Te9u2xoyutw4e9fdB11/kBuXe+0yfu/OpXvdVA376xI6w855/vj8E3vuHtc0aN8mT/178OzzxTmRMBHj7sB4U+/3kYMcL7gt95J/zzP/u2Ouec2BFm3znn+GvC/Pn+XjZmTOyIXstCpX7KACZPnhwWLFgQOwwRERERSSkzezaEMDnC/XYEVgKXAHXAM8B7QgjPN/U/MT77huCJTym9mhq4/36/PP20PxbHHQcjR3pyYMQI/3nAAOjVy3vk5padOvmlY8f6S6dO5VGZduSIJzoOH4b9+70yfu9eX+7ZA1u2wAsveKX8Cy/AmjU+/n37PP4zz/QE/PXX+1glvhdegJ//3FuV5Nq7DB4M48bVX44/Hnr39gNUvXv7vtq5c/2+mb/s0CHe604IPmnkgQNw8KBf9uzxHrU7dvhy+3bfL2tq/LJype/LnTv7hJ0f+hBccomPR+KrrfX+7LNmeSIVoF8/PzA1dCiceGL9pW9f6N7dq5+7d4du3V67TzZcxtpPjxzxffPAgfp9tbH9dO1af07W1MCqVb6fduzo++d73+v7a69eccYg8TT12VcJZiWYRURERKSNIiaYzwG+HEK4NPn9cwAhhG809T/67Fu5Nm3yXqLPPOMJg7Vrvbq8LVV4uURec4mR5r5itvVvucRyS5l5H9ChQ73S7sILveJLFfTlKwRvB/HYY/XJ1+XLPeHVWo3tpw33r/zfi/G35nTo4Ad5cgn08eP9bI9+/Vr2/xLHli0wZ463JFqyxM+E2LKlfbfZoUPjCWio358KtWytjh19Px071i9VVfD2t8PAgW27PckGJZgbYWYvAX8v4V32B14u4f2VksaWThpbOmls6ZPVcYHGllYaW+EMCyEMKOH9AWBmVwFvCSFck/z+PuDsEMLHG1xvJjAz+XUsUE7Tv2V5P4xB27PwtE0LT9u0sLQ9C0/btPC0TQsr9vZs9LNvRZ90UeovA2a2IEaFSylobOmksaWTxpY+WR0XaGxppbFlQmP1o6+rHAkh/BD4YfHDab0KeqxKQtuz8LRNC0/btLC0PQtP27TwtE0Lq1y3Zxl00RIRERERkVaqA4bm/X4isDFSLCIiIiJSwZRgFhERERFJn2eA0WZ2spl1BmYAD0SOSUREREQqUEW3yIigLE9PLBCNLZ00tnTS2NInq+MCjS2tNLaUCyEcMrOPA38GOgI/CSEsixxWa1XEY1VC2p6Fp21aeNqmhaXtWXjapoWnbVpYZbk9K3qSPxERERERERERERFpO7XIEBEREREREREREZE2UYJZRERERERERERERNpECeYiMbN/MLNgZuPy1v3JzHaY2YMxY2uL1ozHzH5qZuvMrDq5TCp9xG3TcJxmNi1vHNVmts/MrowdZ2uZ2eEk/sVmttDM3pCsn2RmT5nZMjN7zszeHTvW1mpmbMPM7Nnkb8vM7NrYsbaEmQ02s7vNbI2ZPW9mD5nZmGaebx83s9XJfts/Vtyt1cw4TzKzR8xsebJ+eOxYjyZvH1yW7IefMrMOyd+OM7O/mtluM7ulif9/wMyWljbq1mtunHnXOSkZ6w2x4myNvDHlLp9N1jf6vDKzK5LXymozW2Bm58WLvnltGFtvM/tD8tguM7MPxYu+5ZoZZ2o/i5QzMxvbYHvvMrPrG7neBXmvF3/LW/8WM1uR7IOfzVt/UfIeXm1mj5vZqGT9p5L3gufMbI6ZDcv7n/zHPrWTG0bYph80s5fy7u+avP/5gJmtSi4fKPbYiyHC9vxO3n2tNLMdef+jfZRmt+mFyTZdamZ3mVmnZL2Z2feS6z9nZmfk/Y/20dZvz39KtuNzZvakmU3M+59aM1uS3M+CYo+9WCJs0wvMbGfe/f3H0W4rbSJs08/k3dfS5PWzX/I37ae+/idmtsUafG80s35mNit5XZxlZn2T9aV/LQ0h6FKEC/BrYC7w5bx1FwGXAw/Gjq+Y4wF+ClwVO+ZCjTPvb/2AbUD32HG2YVy7836+FPhb8vMYYHTy8xDgRaBP7HgLNLbOQJfk555ALTAkdrxHGYsBTwHX5q2bBLyxmefb6cDwZHz9Y4+hAON8FLgk73Er++dbg31wIDAb+Eryew/gPOBa4JZG/vcdwC+BpbHH0Z5x5q2/F/gNcEPseFs7pgbrG31eJftkbv6KCUBN7DEUcGyfB25Kfh6QvN91jj2OdowztZ9F0nLBJxbcBAxrsL4P8DxwUvL7wLzrrwFGJO/Ri4Gq5G8rgVOSnz8K/DT5eVrufQD4CHDP0R77NF9KtE0/2MT7UT9gbbLsm/zcN/Y2Kfft2eB2P4FPtql99CjbFC902wCMSa73VeDq5OfLgIfxz4tTgXnaR9u1Pd+Q207AW3PbM/m9lpR8fyizbXoBjeR0mnsNSfOlFNu0we1eDvxF+2n9Nk1+Ph84gwbfG4H/Aj6b/PxZ6j/Pl/y1VBXMRWBmPYFzgauBGbn1IYQ5wCux4mqrrI2nKU2NM89VwMMhhL0lDazwegHbAUIIK0MIq5KfNwJb8MRCWuWP7UAIYX+yvgvpOGNjGnAwhHBbbkUIoTqEMLep51sIYVEIobaEMRZCo+MEtgKdQgizknW70/Z8CyFsAWYCHzczCyHsCSE8DuxreN3kNedTwNdKHGa7NRwngPnZHWuBZTFjK4SmnlfJPpmbHbkHkLqZkpt5zQjAscnj2RNPMB8qZWySOhcBa0IIf2+w/r3AfSGE9fC/rxcAU4DVIYS1IYQDwN3AFcnfAv4eDtAb2Jj871/z3geeBk4sykjKR9G3aTMuBWaFELaFELYDs4C3tGs08ZV6e74H+FUB4y9HhdqmxwH7Qwgrk+vNAt6Z/HwF8LPgngb6mNnxaB+FNmzPEMKTyfYCvY4Wah9tSnOvIWlW6m2q19LXb1NCCI/hn88bugK4K/n5LuDKvPUlfS1NQ8Ilja4E/pQ8cbbll6KnVFvG8/+SMvzvmFmXIsdXKEcb5wzS+0LXLTnNogb4MfCfDa9gZlPwI4xrSh1cOzU5NjMbambP4UdKb0qS6OXsVODZ2EGUQFPjHAPsMLP7zGyRmX3TzDqWOLZ2CyGsxd9fBx7lqv8JfBtIVRI9J3+cZtYD+DfgK3GjarXc60fuctQ2QeatlGqAPwL/UvwQ26y1Y7sFOAVPmiwBrgshHCl6lO3X3DjT+FkkTZr6XDQG6Gtmj5q3qnp/sv4E/P04py5ZB3AN8JCZ1QHvA25s5Havxitxcrqat6p52lLYvqwJpdqm70yeG781s6EtuK20Ktk+at6+5WTgL3mrtY82vU1fBo4xs8nJ+quAo+2L2kfbtj3zNXwdDcAjyX3MbMc4ykmptuk55m3FHjaz8Ue5rbQr2X5qZt3xZOe9eau1nzZvUAjhRYBkmfsOWvLX0k6FuBF5nfcA/1/y893J7wvjhdNurR3P5/By/87AD/Gkw1eLGWCBNDnO5EjPacCf44TWbq+GECYBmNk5wM/M7NRcJV4yvp8DH0hJQiFfk2MLIWwAJpjZEOD3ZvbbEMLmqNFKczrhbTJOB9YD9+Cn8t4RMaa2smb/6P1gR4UQ/q+loM90M3Lj/ArwnRDC7qSgOS3+9/WjpUIIvwN+Z2bn4wcJLi5KZO3X2rFdClQDFwIjgVlmNjeEsKso0RVOU+NM62eRVDCzzsB0fDs31Ak4E6/O6QY8ZWZP0/jrYu4sgP8LXBZCmGdmnwFuxhN6ufv7Z2Ay8Ka8/z0phLDRzEYAfzGzJSGEtB0k/18l3KZ/AH4VQthvPj/FXfjzvrnbSp1S76N4suC3IYTDeeu0jzaxTUMIwcxmALkDgI9Qf9ZMU4+D9tG2bc/c/U3DE8z580ecm+yjA/H3/ZqkSjKVSrhNF+KtDXab2WXA74HRTd1We8YUW6n3U7w9xhMhhPxK3YrfT/Oqvlt1V42sK+prqRLMBWZmx+Ef0k41s4D3Vglm9q95p9WmRlvGkzt6Auw3szuBsp/sqQXj/EfgdyGEgzHjLIQQwlPmEzsNALaYWS+8Eu/fk1MnUqvh2PLWbzSzZXjy8rex4muBZfiR3Kxrapx1wKKkMhYz+z3eLypVCebki+Rh8vbBRpwDnGlmtfh78UAzezSEcEHxIyyMBuM8G7jKzP4L7x12xMz2hRAandgwC0IIj5nZSDPrH0J4OXY8BfAh4MbkPW+1ma0DxgHz44bVNmn8LJIybwUWNnHQtg54OYSwB9hjZo8BE5P1+ZVKJwIbzWwAMDGEMC9Zfw/wp9yVzOxi4AvAm0J966tcay9CCGvN7FH84GRqk3eUaJuGELbmXf9HwE1593FBg9t6tD0Diqxk+2hiBvCx/BXaR5vepuCf2/HP5pjZm/HKPZr5H+2jbduemNkE/EzPt+a/BuTto1vM7Hd4a4PUJu4o0TbNP/geQnjIzH6QfAdt8rZSrGT7aeJ1lb3aT5mIzwPQlM1mdnwI4cWkcDD3HbTkr6VqkVF4V+F9ToaFEIaHEIYC63jtkcI0afV4kp0a8zK2K4GlTV23jBxtnJnpA2Rm4/AE+tbk6Nnv8LH/Jm5k7ddgbCeaWbdkfV+8v/aKmPG1wF+ALmb24dwKMzvLzN7UzP+kUaPjxHtl902+yIEf9Hk+QnxtlsR+Gz6BUpMHFUMIt4YQhoQQhuOvMytTllx+zThDCG9MXjuH42eCfD2LyWUzG5W8t2HeRqkz3js8C9bj1RKY2SBgLN5TO5VS+lkkTZr7XHQ/8EYz62R+quvZwHLgGWC0mZ2cfP6YATyAz53Q28xyXzIvSa6PmZ0O3A5MD3l9CM2sb1L9RPKl/lxS9n7RiFJt0+Pzbnd6bj1+lt6bk23bF3gz6T1zD0q0PQHMbCw+UdJTeeu0jza/TUmqEUm207/hnytI/v5+c1OBnclBQ+2jbdieZnYScB/wvvwqSDPrYWbH5n7Gt2fa3ytLtU0H530enILn1bY2d1spVqrnPWbWGz9T6f68ddpP895vmvAA8IHk5w9Qv/1K/1oaymAGxSxd8Mz/Wxqs+yRwKzAXeAl4FT9qcGnseIsxHjx5tAR/4v8C6Bl7HO0c53DgBaBD7DjbMb7D+KnP1fgsrm9L1v8zcDDvb9XApNjxFmhslwDPJeueA2bGjrWF4xkC/BqvcFmGV5ePbub59snk90P4Eckfxx5DO8eZe9yWAD8FOseOtRX74LJkf7sh//UCn/l4G7A7eayqGvz/cBrMBlyOl6ONM+96XwZuiB1vK8eUu9yYrG/0eYV/EF6WXPcp4LzYYyjg2Ibgpyrm3r//OfYY2jnO1H0WScsF6I5/ke6dt+5a4Nq83z+DJ9OWAtfnrb8Mr8JZA3whb/0/JI/XYvwz2Yhk/Wxgc97j+0Cy/g15119CI7PQp+lS4m36jbzX8b8C4/L+51+A1cnlQ7G3Sxq2Z/K3L+dee/LWaR89+jb9Jp44WdHg+gb8d3L9JcBk7aPt2p4/xg+S5F5HFyTrRyT75+LkNeELxRhrRrfpx6l/HX0aeMPRbiuNl1Ju0+RvHwTubrBO+2n9+l8BL+L5mzqS9xV88sQ5wKpk2S9ZX/LXUktuXERERERERERERESkVdQiQ0RERERERERERETaRAlmEREREREREREREWkTJZhFREREREREREREpE2UYBYRERERERERERGRNlGCWURERERERERERETaRAlmEZGMMrPDZlZtZsvMbLGZfcrMOiR/m2xm32vmf4eb2Xub+fsQM/vtUe7/ejPr3vYRiIiIiIiIiEi5sxBC7BhERKQIzGx3CKFn8vNA4JfAEyGEL7Xgfy8AbgghvL2Rv3UKIRxqwW3UApNDCC+3NnYRERERERERSQclmEVEMio/wZz8PgJ4BugPvIkkgWxmbwK+m1wtAOcDs4BTgHXAXcB24G1AV6AH8C/AgyGEU82sI3ATcGny/z8CDPgWsAJ4OYQwrcjDFREREREREZEIOsUOQERESiOEsDZpkTGwwZ9uAD4WQnjCzHoC+4DPklfBbGYfBM4BJoQQtpnZ8Lz/nwmcDJweQjhkZv2S63wKmKYKZhEREREREZHsUg9mEZHKYo2sewK42cw+CfRppv3FrBDCtkbWXwzclvu/Jq4jIiIiIiIiIhmkBLOISIVIWmQcBrbkrw8h3AhcA3QDnjazcU3cxJ6mbhpvjSEiIiIiIiIiFUYJZhGRCmBmA4DbgFtCg+b7ZjYyhLAkhHATsAAYB7wCHNvCm38EuNbMOiW31y9Z35rbEBEREREREZEUUg9mEZHs6mZm1cAxwCHg58DNjVzvejObhlc3Pw88DBwBDpnZYuCn+CR/TfkxMAZ4zswO4pP83QL8EHjYzF7UJH8iIiIiIiIi2WQNCtlERERERERERERERFpELTJEREREREREREREpE2UYBYRERERERERERGRNlGCWURERERERERERETaRAlmEREREREREREREWkTJZhFREREREREREREpE2UYBYRERERERERERGRNlGCWURERERERERERETa5P8HXKkfztIsOZcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature:  Month\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature:  Hour\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_drop = df.dropna().copy()\n",
    "for feature in feature_list:\n",
    "    print('Feature: ',feature)\n",
    "    eda_numeric(df_drop,feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2ba582cdcc0>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.Lat.replace(-1,None,inplace = True)\n",
    "df.Long.replace(-1,None,inplace = True)\n",
    "\n",
    "rcParams['figure.figsize'] = 21,11\n",
    "plt.subplots(figsize = (11,6))\n",
    "sns.scatterplot(x = 'Lat',\n",
    "               y = 'Long',\n",
    "               hue = 'District',\n",
    "               alpha = 0.2,\n",
    "               data = df)\n",
    "plt.legend(loc = 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'module' object is not callable",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-89-b37f2158db99>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m map_1 = folium.map(location = [42.356145,-71.064083],\n\u001b[0;32m      7\u001b[0m                   \u001b[0mtiles\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'OpenStreetMap'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m                   zoom_start = 11)\n\u001b[0m\u001b[0;32m      9\u001b[0m folium.circlemarker([42.356145,-71.064083],\n\u001b[0;32m     10\u001b[0m                    \u001b[0mradius\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m70\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: 'module' object is not callable"
     ]
    }
   ],
   "source": [
    "B2_district = df.loc[df['District'] == 'B2'][['Lat','Long']]\n",
    "\n",
    "B2_district.Lat.fillna(0,inplace = True)\n",
    "B2_district.Long.fillna(0,inplace = True)\n",
    "\n",
    "map_1 = folium.map(location = [42.356145,-71.064083],\n",
    "                  tiles = 'OpenStreetMap',\n",
    "                  zoom_start = 11)\n",
    "folium.circlemarker([42.356145,-71.064083],\n",
    "                   radius = 70,\n",
    "                   fillcolor = '#b22222',\n",
    "                   popup = 'Homicide',\n",
    "                   color = 'red',\n",
    "                   ).add_to(map_1)\n",
    "HeatMap(data = B2_district,radius = 16).add_to(map_1)\n",
    "map_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\taon1\\ML 个人项目\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "print(os.path.abspath('.'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Boston犯罪分析项目总结**\n",
    " * EDA，在数据清洗和建模工作之前，对数据集的分布有一个总体的认识。探索各个特征之间的关系。\n",
    " * EDA部分的主要工作在于数据可视化，前提是对数据做了初步的预处理工作。在本例子中，将许多object类型的数据转化为了category类型。\n",
    " * 熟悉sns.countplot(),sns.boxplot(),sns.kdeplot(),sns.lineplot(),sns.heatmap(),sns.scatterplot()\n",
    "  * sns.countplot(data,x,hue,order)适合单特征分析。\n",
    "  * sns.lineplot(data,x,y,hue)\n",
    "  * sns.boxplot(data,x,y)\n",
    "  * sns.scatterplot(data,x,y,hue,alpha)\n",
    " * 带有时间特性的数据处理，时间特性可以增加很多特征\n",
    " * 地图数据的绘制，仍然需要探索的一个地方"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
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